{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_show(image, trans_model=None, location=None, show=None):\n",
    "    if location is not None:\n",
    "        plt.subplot(location)\n",
    "    if trans_model is not None:\n",
    "        image = cv2.cvtColor(image, trans_model)\n",
    "    plt.imshow(image)\n",
    "    if location is None or show:\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lenna_bgr = cv2.imread('lenna.jpg')\n",
    "lenna = cv2.cvtColor(lenna_bgr, cv2.COLOR_BGR2RGB)\n",
    "image_show(lenna)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 裁剪"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cut = lenna[100:200,200:300]\n",
    "image_show(cut)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  图片的格式\n",
    "可以看到，图片是一个维的矩阵。\n",
    "\n",
    "先抛开第三维不谈，其中的二维就是我们图片的信息，而其中的二维的每个元素，就是每个像素点。<br>\n",
    "也就是说，这个二维列表表达的就是图片的空间信息，或者说是点之间的空间关系。<br>\n",
    "因此，我们对图片的二维直接进行切片，就能够完成图片的切割。\n",
    "\n",
    "而第三维，也正是之前花了很大精力讲述的颜色信息。<br>\n",
    "不论每种的颜色编码，采用的都是三通道模式，前面的例子至少已经表达出来了。<br>\n",
    "`cv`的`split`和`merge`，估计也算很熟练了，不过颜色真的很诡异就是了。<br>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[114,  35,  28],\n",
       "        [118,  39,  32],\n",
       "        [121,  42,  35],\n",
       "        ...,\n",
       "        [211, 123,  87],\n",
       "        [212, 124,  88],\n",
       "        [213, 125,  89]],\n",
       "\n",
       "       [[112,  33,  26],\n",
       "        [114,  35,  28],\n",
       "        [117,  38,  31],\n",
       "        ...,\n",
       "        [212, 124,  88],\n",
       "        [212, 124,  88],\n",
       "        [212, 124,  88]],\n",
       "\n",
       "       [[116,  37,  30],\n",
       "        [117,  38,  31],\n",
       "        [119,  40,  33],\n",
       "        ...,\n",
       "        [210, 125,  88],\n",
       "        [210, 125,  88],\n",
       "        [210, 125,  88]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[ 42,  24,  22],\n",
       "        [ 44,  26,  24],\n",
       "        [ 50,  30,  31],\n",
       "        ...,\n",
       "        [ 48,  18,  20],\n",
       "        [ 48,  18,  20],\n",
       "        [ 48,  18,  20]],\n",
       "\n",
       "       [[ 38,  20,  18],\n",
       "        [ 42,  24,  22],\n",
       "        [ 49,  29,  30],\n",
       "        ...,\n",
       "        [ 52,  22,  24],\n",
       "        [ 54,  24,  26],\n",
       "        [ 56,  26,  28]],\n",
       "\n",
       "       [[ 36,  18,  16],\n",
       "        [ 41,  23,  21],\n",
       "        [ 48,  28,  29],\n",
       "        ...,\n",
       "        [ 54,  24,  26],\n",
       "        [ 58,  28,  30],\n",
       "        [ 63,  33,  35]]], dtype=uint8)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lenna"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  翻转\n",
    "| code | description|\n",
    "| ---  | ---        |\n",
    "| 0    |    垂直翻转     |\n",
    "| 1    |          水平翻转  |\n",
    "|-1    |    先x后y        |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_show(lenna, location=221, show=False)\n",
    "image_show(cv2.flip(lenna, 1), location=222, show=False)\n",
    "image_show(cv2.flip(lenna, 0), location=223, show=False)\n",
    "image_show(cv2.flip(lenna, -1), location=224, show=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clock = cv2.cvtColor(cv2.imread('clock.jpg'), cv2.COLOR_BGR2RGB)\n",
    "image_show(clock)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def apply(arr, size=None):\n",
    "    M = np.float32(arr)\n",
    "    if size is None:\n",
    "        size = clock.shape[:2]\n",
    "    m_img = cv2.warpAffine(clock, M, size)\n",
    "    image_show(m_img) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 空间变换\n",
    "## 平移\n",
    "首先，把自己吹的牛逼给写出来，在前面说的时候，平移是这样的\n",
    "\n",
    "![img](pic/m1.png)\n",
    "\n",
    "所以往左移动50像素，往上移动80像素应该是\n",
    "\n",
    "![img](pic/m2.png)\n",
    "\n",
    "\n",
    "因为坐标轴的增大方向是这样的\n",
    "- $X$ : 从左到右\n",
    "- $Y$ : 从上到下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def move_matrix(left, down):\n",
    "    return [[1, 0, -50],[0, 1, -80]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lRIR2u83mer90O1au5Gn7RAiBIs8nblEJSBqBRBgDlz4k5fM3HOPWm2Iuvar0lCBb351SClwpsToteAlk4fTH9cGk7RFAFErRNRtbhsMMawOIw6BAHMpoVLQw87KU0YjRBIG1/jrLy8s454iiiDzPybKMlZWVxt8/bTA7nWOeakxCURQcW/0yl16xk0uv2M2hI7eQueNk7jhju9pgBBqdV/qMNw+w/4plMrXOWNYYyxqZWofYYAlb9YQ5UmnKcDjk2muv5clPfjI/+EPPYnFpJz4I3huUSUnSNrnNZvqwuHM3UZTwwQ/+M9/5Xd/Nw75xP51ewdOe/mh++zU/w+23fo5RNmC1f5iX/NQv8bd//yGyIj9lW7a8uuCaA7+Olj47d1qe97yngBnjZEDu+zg/QPSYIEN0lM1cN2tIfWCYQJZlrK2tcfHFFzfeAOdKv/zFF1/MsWPHAGaAWNNtaNriHTqJEaWJ9BLZyKNVzHBQIKLw3s7YTGqqNyylFBpBizCvSW0X2hZMIIggTsE4sH48x4jB+BwdKZJWC+s1ziV46ZOPBdQQZRLSNGXt+CpL3QWsL1Ba01no0u50WF7egQSLK8aUSDNT6pPWN9Zv5xw+hBIJaD3K5uhg0cqjfAE2Q/kCcTkht7gsR6ynZ/ZRjAd0W8u00xVGWQAV40URTKmf+qxgZHOyoUXRIhtl5JsGCk0+zHFjRTbuk+c5RZ4RfD5zWFU0x3h9lTgSvMuIDHzTo7+RwXCddjch4MhZJ/cBI3208sSREHwOY88v/NJv8s73vJ/+4S+Rxh20SlhbH7J7KeUZz3w6SauFoUu6mPK2v3gvaxsWi8WJw2LJfV7udNUxv0imDbRapSiJENFcccUVFMOcIkBkEiJvKbKIQTFifWN22k1sK6X9x7sC7woI7h6Z88w8wjWHUoo4jhmNRuzevZvbbruVxcUed911kNyVbrxinBGsQ4WAUoJoIfg2UWsB6wfk2Z3gA4lEBDdmuLZKf71gZSnhoddEKGUgaKg8H0mSAAoXwNkR4g2dKEHynCgEohBKUJgRXAioEwCFvha0LZgABKwrMEYhypGkitpGV++otVjfTLjKWFhLB3fffTeDwYCvfOUrxHHcIOhOuwVhghqrdc5Zg9Ts39PXee8bw+Q9TtS5CX2y8yVMjulrm99PYsjz3mNtibI7dORu/vcNN3B4dZO7joENQrtbisXWWi655JJmx8rGBVoL73rn/yzNZAHwAXVScOuJqLSOl+08/ak1Dao5U1b08847j09/+tNceOGF3HTTTezYsYNbb72VdrtdqgDV+0NCyeyDJ45jqBhUUZTqSxzHM0CgCfIwQPCl/cRPoy+3P1homzABAE+318H7cjIqVYpSW3zrUyjB4XBIq9VCa81VV13F+vo6+/btAyYY+ziOT/SwhuZ3mHpRzy/U6e/qv+vfpv3B3vsZdF99/snUkfr8eRIfmmO+LUqpGTzCfH/q+73zb/+W3soOdizt4uU/9xqe9bwX8cUvfgWjIpxzXHDBBc0CENGs91f5zGc+Wy58H5AwsdyfbCee6Y+X0lMSZN7LeMrrpvt/T0zg3qhw06SUYvfu3Xz605/mqquuQkS46KKLuPvuu5uNRKT0D9jhJjoEdKSgck8750qEaRw3XqjmGqWIBIK3GAGpOl//VjOC7eoh2DZMIMtGWJuTZ4E8C9iibFo92cuJOhnUEALDYWn9jqKIu+++GxEhjmOiKMJUQUA1Bz8VzS/u6UV9oolWT9T6vFrimGcQ0/ef/pymE51f/hCa40Qi+IkYZE21Me6ug6vEKNx4g+XlJYKk/N4fvoU4SkiSZMZwmiQJ7XZCluWl/ko5ObTcCyYQaBhBOBUO4STjerIxOtV1p8sERqMRu3btYmFhgfX1dZRStFot+v0+MKXDa1DOoYOn8Bbq+AKtGY1GzbtO07Q0NFdgISWhjAVQJTOYllrn3dnbjbYNE+ju3I3XoOMu48IwJhCyCCcFxixgZIwKHucLxHh8CHR7PfKiwIfAYDDivPPOKwPQqvAzrQ2l5d9TwmIDTpVwTcEjoRT/RJWBa77yw9e77wziKxgItbHHM0GZaZTWWOdK/7v1KO1xOkN7Gj3XVZbimkQE8RqjA1o8paNm6lDSHKIVolUTG4F4nKvQdJVv3nuPogMSCHiUFvbu20lmLf3xmKFfR2tNkhict3hv2dwofeiictb6G+ReccFFF5BbiwsBD1hfYv3qwwWZOabJqwKvLF4cXhVQmRJqsGC9gEomWo4dKJQqDYwloMg3UZ6wddGfalctX3sNr/YzR9xKGeUZK7t3sbaxzrjIyGzOnnP2MhoPUBqcL9GjhTlOPt5FJ/YEXQaEqQAqElxhWbttkwN3giPGqSHOj/HakANWKSSaqAzTko1zrjQOhm208NhebSlFXRxKLLjZHXTeCBVCoN1u02q1mt00juOZnf9EHPhku8+Jdu+ZY8roNE9aqea4N32dfZZj3mJ+op1uazsd9Wqbt7Rf/9zvJVGWld4y3WSFUb/g6U/9DgaDDYrC8fGPf4LB5ogQhB2Li5y/Zw/Pec7330PL/dzxwNPp7u6nunae6kWZJAlra2vNDq61pt1uN4Fm83Os7qeogJIW3mlGoxyjk3KzCQqldGPYrG0ydRu2swRQ07ZhAvULacVlkIVUO9y8LlzvEP1+6eutjWC9Xq/x7d6TCHZ6i2t+EU65wubbHibHqehUYuypmMD0tVvug6t2u4pJTZ3XMo7f+r9/mQvO2YHNN3jpjz2HJz7pMaTtFr3uEp///BfwHmwBRe64/aab2bVn6dSdmPIUnMg//kDQ/WUAJ7u2Xtg7d+6ckSjW1taAWbde8zsVkyVUDNNx4YXnoY2tJEPVBFjNSynbXQ2oaZuAhYQobuGcJncOZVJ8UJh2gRSCYgMd7yRKIyQS4nSB0Z0HyZc3iZIWC91lomSM8wXBabyUMNXgHZoK6iqegEOcRyvwRYk/ED15UUFCBc0t2zTTwqmXWS62cnKIBFxwWGdRQeGkQHzAeIXTxawoqzzeg2AQ5XE4gpTBPJ6omTSlIXFiTJSpACKhdDN5JRgE0Qm5H1a2k4ltAsBZw2LP8Auv/AlCCKRRm/7RQ9gC/uXfPsvtt30VSVK67R7iCt74p69nebGFLYTRaNS0xUxFSc47C7xML1pfJQsRnAVRiuF4TCuKAUMUQ8giTDhGISllOo+ARhp1qWbszeNUBZdmNnbghAu9zgsQtoQ/QK3qibC4soLNcxQeLXD46FH277+M/qBPV7rkIYBYIuVRI81QcpaTDtKNcHnBwfVjqNBq0IZRFBFHEa6wxJLifKDTbhOOjxjnpTtSVW3OnQUp2YoKkwCpryVtG0kAKrRWMcaHDKTAOddYZae5qnOOdruNjiKU0WxslOGs0+fMfzYkUvpqlRDU/X8Dtc6vtb6fXP/Mi9n9jTWMjomimD/+s79EJx0WkogrLzyHt/3RG1hsR4w2+nzoQx9qxOUSTHPf2jWtw097R+Yh2TWIp8YLnGkq51nRtKu22TSBasZUWYtsA2eG0uhZG2Rrkb8W/+t7QWnzGBQZhYYQ3995ceZpm0gCk0mSJAkmB21KP23NAKByGUr5UqJ2SpTEDIYjPBGtqZ1U5OSiWFBVBiJ1/0W12vBTh+zeLx+3hAbzXzrpH/iJI0aTuYJ3/Mm7WV09RLwQ8/tveD1tLRw5fIB95+4iyxKOHz/eYN2TJKGw2T3f/GTPrKUZ5sTlmbRhWzEaZ5JCCIzHY1pJF61LN3JpIFXIWLAVI6pxArXNqQxDFpwLODuRRGp7QH1v5xxFlQwnC5Ngt/ui4jwYtG2YAJQTYDQE7yK0iukPBogI4/GYJEmayaKUIk4TBqMhC4tLHDp8HOg0v9UImxMaBqVkBF7KPHr3haYnc734tdZbIKj3svdMuMCZSTahY8PHP/4pHvPYb+H6738aY2DDrdIfeToLXTYyy8f+/QYe9ahHkec5SinW19dpd6aDfU6/XdOLuygKUlOGhdvcwlTEZi1W1y7LaXXgTJD3ntFoxPJSrwGdGWMqz1LAmGiS0qzKU1gUBcPBGKUhzxRalyrS9HufdhkbDwmaGHVWEjh9Kgc2ijRqJEhRYNDgQUctCuexXoiJMcqTjTLaCyt89cBB2u12JcpBCBZTSQWIIihFEN0cAAGLVjHeK0Qck7DS09OOnHOIKSdsGUBSSwXggsOJR4wCJfhiyt0oFmUirAeRKnx1zog575os+1H9X+m7AJFMpCJFmcrLKkAFgkx7S1zp9ioK1o4d5/Ad63RbbT7xudndPVJw5+ph3vaHf8X//Ms3leKxVqTthNOVSqaZdCkhUenpoBNPKCIcIyTuzIKQmCQZqdWF5rcy7VKTlrO2DdRjM20fEKSx54ieIBEbO0slBUZKsWNlmdvuuJPFxUVWVlbIsjJzUS9ps1lkBCxJYqBwxJGgQoHxYG1CYR2jSmUltBDvaMURVgK580QSE1uDN0JeeMbDES2pAuJqF6GcCVnvvtE2YgIVicb5ypMfIjyeIBDFCyBjgir9173FBcBz8f4L+dznPse+PTsfNI6rlCr96A246N7fI4QyO+7ptPlUHoJT0WiYI8oiyrLQTfjhH/tt0mSR0XvW0KY1c+4g30Qb2Lnca3bj+6ufl96ccnEqpVChyvIMTKX/fdDF5BACn/3sZ7nuuuvKgK/NjYZpegs16lGp2eUhIhRFQQizTLv+beYoTX8zEOLtStvKMAiQ28Agy0sgim7jcFgf0HEXFxRoj2jDYLCJMZp+f52LLrrwQUVmTcOB780EPpF78HTucTLX4j1dV6dLa7XavPD5P8Ou3fsYZUN8UGSuP3N4p5CQ0mrHW3Tc+0ondWvegzv2TJP3nmuuuYaimKSfrxmfd2XAk9EpSmmYWuzW2sYgWH/OSCJT8y/SASNlXpXtTtuCCQgBpwpUVGBigxchC+CURwUwYrBOSKMY8RHBQSdtESlNJ20x2hyQOwdaE6UpJQpNoZSgdEBR+tFRAZGJoUZUMeWTn3MJhtmD4NFKcLbAEtBqJ2v9EWI0ymt0MLjMs7FRYAsHLqCKFka3G71REeEK0BKD18TtmMNH12m1zm123jRNG4g0VOKxOJLIkI8ztBgEzebGCFtoJPUQdqBVG2VjJECkTeWuKuimy7z0pb/OkQ3FkSOrVd81cegQhw4JCyQsEOtNtIz4xoc/dOb58zEPtTF0+mhckvkCii7eKQ4dOkQSL9DVC4RciM0SBUM0HVILXpULSfzsrnoixjj93Bk1qfQXNkfANwfM+vtn3q2UcSc19Nc58K6Epysj+GDRylKMNijdnmUS0SRp43WHKA5ErgKJFQVKPHGkCQaMc2TGkwgYPyaNDMYojFFE0fYTvGGbMAGYBFvUrprp77XWmBMU6Lg/dG93HO89URTRWVxkfeM2gmwwHK+W2WNkhFVjnM44ePAOTCR4hgyyOzHJCBcGaAO5jCjUmFxG5DJiPOqTtDxZfoTBYNAEqsy3zdlQFSlJsIXjltu+yNKKwcQZeb5GFI/xbBK1J2nYlVIQG371Nb/GxrhPb2cbpzO8yfEmx1WH1RmFGoPqoqI2D7vu4fd5THWyig2HCTJmbX2VnCEhKghRwcZwAyLYyI5z9/odhFCH3j74ufdOJXnUjMYY0wQJ1baO8Sgny4oK03DypdNkU9rGHoFp2lZMoLbI1oahmUHU+qQv7t7QfRU9a6tvKAqG68I73vpubrvpELFaxNuE4FLwLb58wyE+8qHPUowTuu29rB7OGW4YPvDeT6JlAUUHLQtoWcDnLVbvHvKXf/peBoMBxhhGoxFxHM+0MY5TrIV2q0O7vcAn/+0mtCzQ7ewlCj18YdDRAh/76E20OosEr9Aq5rWvfydf/vIah+4eMx54NIvNEekdGLWElkW0LNJqddE64pJLLrrPY7u5UYDvcOwwvP0t78MVMd4m4Fsk0qWT7uRdf/lBOgsXkSYLKCUUdnzPN74PdLrqx4mum64bQJgYdrWO8L7Oj6hOeB3MRrre0/O2A20b+aRmAvXf1tpGMrDWEooSfccDxASEeycN1DqjtZZzz9nJ9c/7Pq7/of8Drwp0mIipcasDupwpLstZXGphYsd/+baref846kAAACAASURBVNJTXz1jTzBJzHBjk8XeEqNR0Ugb/X5/Jh/haJSRxCnHjq3R6y3xQy98BqNsSG95J1hLCI7VteMsr+xl/dha088feeEzMPq/sbG5RhIJVPUKvPdN+vFa8hiMckSl7Flc5vjG6n0dXaIY9pzT5n+86VWInkR/ZqMjqKhHpBdINWwWntHmJkk88Xg8kHS673b+vBI4lJc4glYLKsmgDhbzzkMwGL01RH3aOwJzqtS9aNODTduGCRhR5MHhg6UIBisKlRdgHabKF6ikrEFoooQ8WDI3IFIJWpumHFlRFKVEIeBF8GhCCRFERKMwKK8RpVCigDLjkMhsAg8/NzNrF5U2ESGYMjmRB4iY9mqP+665girYqBgJEOPm7pkNHFq12dzMCZXb0Aeh3epiKdujQsmAnLe0OwnWjWjHCe04gcKVNRjFsHfHLvBupn6BzT0qcXz5cwd42CMuRNevW1WwWgloU07OuFMm1zi2tjqT7Ryoxq/qVSUGT4dT17SwsFimhqvSp5dhxYEQPIolyKFg2CRXT6MWdTr10k1bPWMaGqzCzK46Ho9ZXl6m3++jtDAeDGinacmggyFNS3CTeKmkynJhe0sDw8izgjhK8C7gnKUVx5hIOL4+Im4ltFpt0G2kvYOw4EmOG8Ztg4lsGS8RPHGiCIUi0xkh+IpB0BQaQcpnSwVltsHPANRKxnAWNjxDImVMe6QVioDRZQ05pShLbKmJ3zeEwGh9kzRu4YJGdLLFcPSfgU7Xo3FvVJjpe6ZpShzHfOlLXzohkGka3FInYp1OnnJ/RdjptihlZo77SknSYjzOy3gGp1jasZO43SHp9mgnKQrIhiO8t1U1qjZ5NtuHxcVFRqMRSik6nQ6bgz6jIqe7sqM5R2td1qwMUbWzO5yz5HkVo1JVuwJmIMf158w4cHoBZl8r2jaSQDNhggMvKHS1NXucs4Qia8Qt7z3/+qmv8t3nXUySwvra8EF1ET5QNNvWk8+Q+YV4qj5O/1bj2vv9fhltqSYibKkSTZiAQjeibJgvPnKa/Tllm05RV+HeUJK0OHDgAJ///Of54me/zJduOsBdR/tccNGlpGnO/v0X8c3f/DgeeuU+8mKI9xYTyYz9cWNjo0lWE8cx7/3Ax3j2c59BPhoS0ZrZrcv4gbK2ozZlxqvFxS7HN4qZsZ4Efm01BqoAyp9lAvdI3mUIFoKj12mxXmisF8R0ShHc5Rilsd4h3nLbwaO88R3/RCfVfPuTvwlVwdFDAB0ScjtGGYVTrsy7ETlClNPr7ML6ohTNleBsnd/OI1LWOLIWMp8Tx/Ekl6GbVMZxMpetaMq9OJ9Qp4aiTjOw+m/cZFZoVU88jxBopHoB/GRi1XaSaYTddGCVqWR57z3ejQluXKlIBpnOiydSqg/eIpSoQmNMCew5heW7zqdQnzLDMOYXupQhuGXb59QIpZmEZs9Ve6orLYkQMsPu81Ju/ModHDk05q/f835e/vLn8sQnPpGnPOm/YK2l1Wrxkpe8hGPjZY585gt84vM3MtrI+fanPpHrn/lUUjZZd5MNYiFtMSwyXvemP+PAV0dk7igveNFz2Ti6jpaUoAuEHN8fImFcIkNNimBomzF7d+/m2PF1xAiCI440+EAkioKqKKsX2qIpvCXzOUlcekKmXa/bZbvaNuqA1hHBC6Is2kAcK4zRiAJtqkSOFYkI1z/zSexoBTbW+7z/Hz82cy8VLJGAzwq0hyi00K6F5Anj/DgmKiG/mxvD2TYog9ICkhFpsPkILZ7gcqJI41xBnp8Za/apqAa0TERr1eDrpzPwbKl+BCf8nFYB5tWAM0b3MQ+BxDl3H1rlwO2HeOUrf43/8+U/ynJvgWK83jBC7z2veMUrsK7MlWjzgkgJ7/37D/DXf/v39AezqD2f5PzKL72Bz33+y2wMb+flL/oB8tEmUZIgWoF1ZX5HM6kzWIv6ddq6Wr06EYBrHk243Wl7MIHKDeYcRJEGLAGLicrFX5alcs0CEBEi1njOdz+Bpz3xUWiZfcmFzUiSFlqX+eFzu07h1nBhA2stWZbR7/dZWFiYuy5v9Lt22mKh3Wmy7mb5mLzIaLXTB29cKpoX8WsvQuM5mXKnTi9yoAnMmZ6QtZpQewYenMl630KlgxSsrWe86Y1vp9vdxbHjR9jcKNi39wKcL+gstBhnQ/bu201qNFgheI/R0Osu8u6/fj+Y3swYjLIR44HlaU96Im9+w6vYt5ww2uhXtieFHWV451BJFYNSMcg650GdawEmrsFpT8v8u5gBOG1D2jbqQGRivDU4a8jGoKSFSMCHHPAUNgdM5SVQWN8ldX2uu2KB3UuXztzrcD/nzi99ibsPHeXGr9wCNmoSeCR2zOVXXcxrfufVjPIBwmRRp62EV//qb/HhD32KP/+zP6bX6/Gyl72M48eP87rXv5p9+/ZRFDkPdujHPDovTqJmsm0ONul0OkRRxGAwoJ22mnNVFScPk/Dd+UVfM1ZjohMatR4wqhl1IwWcXjTiOBf+xxvfQtRqk7khP/OLr8X4FJtv8v+86ecR8cSxLiXFUGBCuyw2kqaMxhZHyt+87yN8z3dd14xZq1jht179fBYXV+iENjc6z1LcwrkMZboU4wycR8VRKXHVUYYiTQGaKGoD1XhW72UaJxAql9N2xgfUtD0kAQFHQRQLnbRFCIHMZgQb0MR4W1bRDRSUME5Pqgt80mNQJGhpE0TjUaAM5+xs85hvuIhnfO9T2HvuTnwa4bSgIkNYWEFHLbLxGsq3KeyI0XiDdNcenveDL+HfP/klduzssLAEwRS8+CdfzsgZnv+sF3Pgy7fOBL5Mmh+aY56CnxzeSWlkwlTGpslu4oLHBV8mOxVmcv/X0Xh1AtFRNsZ6hyc0tfjqZBhBICtyNgabjMabDDcDPmQIEdY7gtQ6d44PebUwFNYXWF+Q21JKKmpcxpb+yMwxMw5VBiekyskXJlbx4NVM/2v1bj4YZ2I/KI9uz/DVA4fZHOQUyjHMxozDgGSxw5/8yV8zzguCgPWB0chjo5wkaTOylsKPWFho01/bbNSlMtZ/REGKSjqM1ZjFVoc0iTF6gWy8idErFOowIWwQhYzIj/BicKHMRpXllsJWappEOKswAs4qkJigDUMm9hlXeDLnkCSZSWbyYCRQOR3aHkyAckIlqUHpgNYKP5dodFrUms9MU58D1a4ZoHAevOOqy/YDk0q20zqe955Ou8vS4k5+91dfw3jk6aQRj3zE1RgTM84GPPTaKxmPx1x6xbX88ItfxvH1tfvRz9MXiedFyLrfdQXeuh91MYz672kSKXMxTKcVr+0K82JqnR0phLI+34wEcQbpRO9yeow21zdZWe6iVaCVtEmiGGctNsv56oFDaFUZ7FqLeF+qjt4XxFqBh+By9u/fOzMmp6Ioihr9v1aZXBVoFLyCEJGNPYRoZj5GsWmyJls7KeV24v5tL9omLRSsdbTaGueHZfrnymAFNBVgahfMiQa2TlQqIgRdZiTSEljuljtl7e6ZFtlKxpDye29+K//wgY+wNjyK8hs84bGPhaBpdwzD8Sq9xS7Hhqss7DmX5z3vxfejm272OAVNL9D5BVsURQOKqr870eSuk4LUi39jY4PxeLzFiDW9E6dpysrKCu12u7nHmaBTqx0TJmDQvOKnf5x2akhVSitN6cQpJggvfdmPkrY02sBguEYcp2RZRhQLoRiD17QixROe8LDT1svjNCWEMpN1FEUNc4zjuAxG045W26DNBElYpnKPKDPcOwo7GePp+pnblbYJE/BE7YSCGOs1SgzBlYk8QxCcLxhn60hwFD6A8eR53mT00VqjdOm+MpEiMpA5hw0eJa7R4H0IWJtXnLqMLDx6ZMRfvef9LKy0UYWm8Ia9552H82PysabdSdi9Z5nhcEg+HNDuLbN66BCh8CgSUKcObAp46toGW3vtCOIrVFyoROQ64lEmojsTJgflblW7K6cNUSLSVMlJkoRWp804z4jiGOsdadouATBMYeOpgmamRHxRMc4rkAgfdJmkpDpEhdljCp8xLTWEUCZEDUrKUvDVpxca5OSE+UySttYIu+YwCeecu5PXveYVPPHxF7NoYq666HJ+7Zd/kl17l/G+hPje9OWbUARCYSlcQTZKWIgKXvziZ5EX6wQJtNoLrPWPoXXpeYKyBuF4XOIJnCsY9gVlxhReGBQBog7EbZy3WDek3VogG1buPh+wLpC0ojJvZVAYpYlFo0KE0QWCw3mF8mU0a/XiEQR9vzJRPXC0PVrBZKcuRV1BxOOmLOHdbomlrydO7b+PlWkqD5+MJi42UKiZ3fUP//AtdLtdDh8+xGK6hAhNLUOA4H2Z1LRKvFkUBW99y5/wIz/6Qjo9iNKE7VZxenp311PGQeCEu3950fQdHvzIvpOR1prxeEy32+XZz342z77eEQrDaLRKPh6StgztVos3vOEPidp7GKxnWMBElpf+xI/yiIddw+HDd7C0tIPV1VWWlpZOWPasTl0/E8KtFDgL3qERjNH4YMuCp7pidMETCDNqZu1FmE6Rv51p27RwOotrHTw0XVZ8PuNwDRJRSrG5uXmP954+pl/0Rz78b2RZQa/Xa6L32u12oycXRdFMnBqk8x+f/Dx7zr0AUZbhcHjKZz/YNI9ii+OYPM9nGN88unKr3n/mMx+fLtV++SzLsLasmhSCEOkeqVHkmeNv/+6fQPWqlPGWpe4C1//g93DZpedx/Ngqu5Z30e9vEieaOm9EnufN+6yRg/PAq1LyCmBzbDGq1NSiOWASelxfN80E/rPQPUoCIvJW4DuBwyGEa6rvloF3AhcBtwHPDCEcr377eeAFlNEzLw0hfOB0GhJXOPdy182JIsNwqv7g9OQNIdDr9Thy5AjKxPc44E1W4KnTyp3dYAthx9IiG6NV2nGHbFSUMQyREDCM8wHdbndmoWjV5hMf/SiXXX0+vcU9FKMHH0B0MpoRpeeYAIFKhVL4OQPhzAhusVd87QTGEEqkZp7nZaUg57H+GNZnxKHFa37rdxkWHbIi5cdf8Gwe+5ir2dw4hBNPNl6n011is7/Brp3ncmT1QKmni2oqER09epQ9e3Y1m0/9zFrVtPkQEzyRUcSxgmDQxuKKScrxoCaGa5hAiE9WbHa70elIAm8Dnjb33c8BHwwhXAZ8sPofEXkI8P3A1dU1bxaRe7SMeIDcooYZ3pVFMKNQoFUCYsusLHFKZFqI9WAzRqOMXbt2sri0gDaziC5bMMniEuImjFOodHQ8RZGjjWBaCcNsgNExm+MRRe7B5NiqHqEWMEzgts45ojjmyzfdiFEGcbapERiEpq5h7dLb2tNS5y/r7k1oK6hkshNP3792H9bHPCjFFZZIGyJtECwL7S6b/RFKHFpLhXRTjZEVyt1WiTRHubsBIYKQbAG93Dealy58YwuYDr1tchBW70vUpOy7D452HLG4sIfxZkB1lhhlbb7zO76Vt7zlF7n2G/exNjyM1UJk2oiGoOH33/o2jh87ShwJkS6NfZubmywvL3P55Zc3qkAURQRzABtiVLGAzsZohM3NTTwJaZpiXVZBflOUFuJEURS2TDJb11oMFlt4vNLEUYpUTFWJwTtTrbozm1H53tA9MoEQwoeBY3Nffzfw9urvtwPfM/X9X4QQshDCrcDNwKPu6RlSolhKP64vU34pPdmpRATvyoVTgjPKF1Zz7jJDzdT9poxU8zvjDHZ7ajesPQe17n8qMsZw9OjRRl04XaoLcIpoToM3npROtSjnvQoLCwsn9B6cSh2YVynmx+6Mk0hz2EKjjafdiVhfP451I+686wAhavGm330rv/PaX+dRj7ocaw+j0aRRSqxjJNbErUXe/w8f5aP/9kWQeqHaBvRzIst9PW61mlAjSE8Uhbkl3RkTdcBVlaJ4AArcnGm6r3LenhDCXQAhhLtEZHf1/bnAv0+dd0f13RYSkRcBLwI4/4LzcQ0WvrQQaxPQYVI0sigKRGlEtdAqYmyL0magtxpfRAQ3lQxismBOzhCiKMKXe2uJnJuTiCcqhVSIsajZufwJAEQn7nOlYwJlYM19syjOLNq5hTnvMVhZWZlidpPz6nGp+zW9IMpxkSYl+ozV8EFAvwVVtVUEFSJEez77mZv4yo2rfNu3PYR3/dX7+Oi/3UweBvzHC3+MwSAjTTrApBqQLyBtCb3eEt/wiG8pDc2uhKHXxUencylOk3OOwWDQ1Lo4Wa7CEpU5Ef+ncQNNfYv/BJlGH2jD4Il6fMJZE0L4gxDCI0MIj9y1aycBcOO8mYxKKYIdYwTwpYW2laToSGGSqiCELfPy2UIaTu2cQxnBEDAiTULLerePHISqtFmgzCxbGnoc3U6CCmM0KZGuMu8EwMSg1NSRsWvXHopMUeRb+jW3U0/E31KSmdQxhFkw0PTOXEsLJ5IYZEohmFcjlNF4Ajoqy5trY7De4abqGQKoqA0SlYg+wmzbgoZQB23Nia1TuzRSlQGvjnkJIuiAVx4nVUCOL+sOamYltaEMKKTAuoIkjjFK0D4miTeJe2Oe99LX813PfwV3D49xcPUI//jB/49cHKMssLZezoEiG5ZYkuDwoSCJ24zcgGzsedyjr8GYmMikRKaNMarKNyBEkZ5lnDol0W2yPFBIhBAhkuAEnALrhcwGxASCGLJRTmQmNoAQSiZD0BTjkiEkcUwaJ6W6tQ29Bfe1RYdEZB9A9Xm4+v4O4Pyp884DDp7ODScvouS604EvjU972o/OyUEy9f3qc2oswXTkl7W2elmOdtohnlIvsiybARWNx+MpIGt5z6uuuoKA36KKbDeqpZyvCflQwp5PsA3MeHrGQivt4L3F+pxuskzc2+DGGyOe+sSf5Ruv3sdNn303//17H8HrXvsWFhZ6DDb7TQBVURRkWTYDU87GI5Ro8vGIKy6/sHymqpnyKUhytCnL4I2zDZQbIz6DYlQlQ1EoZSoGPZtKrJ5r/5k8A3Df1YH3ANcDv1l9/s3U938mIr8DnANcBnzidG9alnsq48sF1ehlNRMQKbHpYaq+28n03ZndUZVpu0QmZaNEBB8CG+uraAML3YSgVGNNV8pQpt8qC54GVyoLShSDwSbXfsND6fePbTHwbZ0AX7vgkVq3/VoxKqlEhFMZFEWElcUVsmxE0BGYCGl5nv4tr2TojvHqV/0iV1+9wuc+/mn+6I/ezchFjPIyKUheOLSUruRIaZRI5QIUwKJDRDYesG9vj2w8AFQZ23DKVxIYjQbk+bhkGsGjvMPZHFt4itzhvcaGWfRq49qO2eIp2O50Oi7CPweeCOwUkTuAX6Zc/O8SkRcAB4D/BhBC+IKIvAu4gVKO/PFwLxTfUrT35JnDO0EnEyZQ+l7LfHVBZv2wJ2IC0zpaURRV8oyAkdlY++c+59n88z99iOH4aAlWUorhcEgUdVA6EBlDv99HfKkbKoRHPf7R5PmYhYU2a2trtDoLJ23Lg6BCn5RCCKB1E2T0YJP4UA5ACFtsF9MMfLN/J1GyzG/8xuv5m/f8C+nSfj7xsTfSP3qMdqr5kR9+JVmS0I9yYmdwFCSmQ5IK3rpmkNMoJoQqgMnoyjgoeLteAXoMwZ/aICuktNIe3kW00x043cKqlEISQOFcQNAQJrkdmhJpIcwU0H1Qjan3g+6RCYQQfuAkPz35JOf/OvDr97YhwRa0YoVRnnZbYXIhzwbkztNKUqQYYX2AOEV5OHz4DhaXH0JkUuI4R9DlBKigwXGcEoLCWUUcabKsQEeKIngKFwAN3nD9C76Xt/6/b6fV7tJZAC+Guw/exfLy1USJYK3h8OHD5MWIzAo7lnr8yItfgGjFKMtnGADAKMvoLSX0jwZM2icrIlpJF+Ut42CrgsN+JtVUCKFJrll9wfR2FbZsXVOhwFOAvxnXGgIhAXUH7egcVCilgVpK8ioQfAYSsCGqKuWo+srmnvdEM1iDKiEQ4iB4ch/otrtkozFWgValqK6Nwo/H9Jb2cvuBu3j7uz7IO9/7Lxw4cAdPe9JTeNNv/zT9g18lNW0+8ZEvcNWVVzPOhW5vGedHTQCV92422cpUi6NYk0RLLO4wrG6M6KaLjbE3ywriOC3rOFTp184777xSn1cdemodG7UxmxlCDAwRP0KkNEKPsyHEPXTwFFR4gTyQGs0QRyotRuJRPhChylqQzmKiqKoXeRoD+yDS9oENi8IGTZxojLa0E42VeEsGnZrOP/981tbWsMfWyLKMHTsmSSKVUoQKtTWPkAuVJdxVxsGNzT6v/L9+mj96y5+gpMBmOXfddTcPuebqqihnTFEUdLtd9i7u4LZbb2ZhYaGMWRfZAstdWlxhND7Gz/3Cq/iN3/wVVhJDbjMGg/WySKkoEE3QprE8w9bMP7MegPsxrt4/6JJAOdaKoMsUZ+0ECjyDwYDllV2Y9gIfed+/8tKf/yEOrQ0olvYQFcf44zf+Et983TWMj9+CGzvuPr7Kvl0L/NfveDRxWoZC93o9Wq1WqSp6PWtbmBooHeXYPCFJIjY2Z1Oo93o9brjhBvr9PsYY0jRt4MlRlGDzvIlNafAXzmFMPYekDIue6i9MIMi1W/H+4SoePNo2TMACmVcE1cLaDXSYDY0dj2dReTW8V1fcfOKuK620rijoLaYcOnSoiUAERavVYn19vVExCpvx2Mc/nKyw/Onb30Gns8jHPvoJnvJtT2lUibW1NVKt0eMhf/+B9+CKslR6nufNsxvyQl5k/NTP/jznX/F4luMF3vH213DFRT0G66voKCXuLBG1eyhTGuxO5II6lRvwdKl2AS4tLTXM8ExTIyJLYKdpc+vBY7zv7/+Zf/6nj/LFm77C8ZElShewGpwIeZLw6HM1b37Vb2OHfe764g0ULiMvIvJik7jdZe85+yicpdXpYqJ4klasLiFXPduEyXyJZBEdZRhl2NE9F+smbpwsy9i5cydLS0sAHDp0F0VRNIZjE0W0Wq1yfhlDqD1PPsO5Au8F76ZyPKoJE6jnTHmvB2fM7y9tEyagQP//7L13uKxnWe//ecrbpq2+a3Z2diqkkZAQYyiKEHoRCaEIAhJpUqUXQSQBRE5AxEM5gAiIiCBHjgY4VEFCTQglCSEhbfey2tS3POX3xzsza2btkp0QZfE73tf1XjNr1sxbn+d+7vr9zhPKOWyxC4Ska0Bpg8T0NbIgEFC4cpUxRUalHoHUpGlKnufEgzbQRLHPWMLpWX56yy+IVVCW2mUGIzztPCWpTbO0tJskWI8OAx7+8PtxxZe+zO7te7j51p3kpqAaTPLNb34X1wuZ3jLH//zApaTd5T4jkFmxTkbQRdOsSaRqHLsBDtzybc5/8B/w1OdezjmnTfKeP3s2WcvQ7c3j1y0ynRwHBOTGEIYa78vAlpQab1ei2N6sBELLLMkhAqID93vEz3A2oNcNqdYjrA3QeiWIqVEUBOAyBBlCVpBD6vbBLvvX58ZLtkdF+EGXpiCKqgRhhtINXvjMV/GvV19L2+ZYJXD5IkFQx1QrLGVt1qkaxidcdO5xvPySx7Jvx6100xLHwLqASq1KbXodSb0OOqReaxxUyCXE+PD1fiUO5PvsBmUsaRV6spAkSYUyZKKQMkCpvtVpy/hFmnWxNscjKLzFFRku8yXqVRjQJsWIlMBHeGfK2gYtoZeT4wh8QI+M6bi0WgoJubcoBlaj5lfdlzGQNaIEVlatME4oTA/v9JiZNVrmOlrkMkAaGs3T/uC7N/LTn91IK/0SE4056idWkZQlwD4t0XVf8LzXMzs7zRvf+CqMdzhr+Zt3vJXv/eBHfOhvP8y/fu5LOOf4+Mf+gYc+/EJe/NJnk+aLVCpVjDn6h3fNtf/Gm1/7l7zz8g/z7Fe9gU999H0s7NpO2Jwi920Qkkq9gbeGkhVEYIuSb+HuEGPMsLBp9f0eyC+zWo3uJ+suYX3Iox99MbfcukSh1RDkRUpNUViyoksUg6xXeeXv3pcLzjyRHbv20Euzsn1ZSaq1CrWJBpVqlbhSGaI+35kc+6h7dWdECDF0JVesmhUrc7BPIQeuYIZWfsz8d64EtBFyUHdRoiyVqFRrzzJYM0pgIM1OivWKVjeloeOxBgxrLSIQBDpA237rp9IHlXSefPoGNm+rU6vV2Lx5MxNRhAo1OlSE1RpChSADmq0OnU6HxoZ1tBYX0Srn/PPuyemnvRndXxke/ZiHU6tVypVfxKxmL14tqxtGbr96O3/66pfyqlc+jyc+/vWcfO4zWDdR8KkPvwHX0QilUHYOlUyU6UsVlWbu6GHuIma/EIJ2p2yAKrvxVkqcB76uFGJozt5VWZkkHaRez7U7myzYjJoKyyIlD1lmqVZiKDqQZrzsKb/DKROW+R03kvsA6wVJNSGu1JiemWFyZpowidF6pbx3AKE2EHuE5py72usgRInGNKoEBnGpUWRmocQKYjN2pbpQle3mWjiUBIVDWl/iCaxRJbBm4pTDG97HzrMcDCk2qBsY+PijFsFoq7CWUwjfYLK6EZ8F2GACEzaw0SS+qKB8jbQrqFVnSoDOxUWiKMKg6GVt6rGkMhEiVE6SRGVmQTRQokaeHX2vAMDUMZrufA/XkXz2itfwzr/+S/a1t/HIp11Gt7lIrCX7d++kl3b7MYYc5++e5pJB0VUQBAetondX0GoQHJVS0piaJAqrREri8l7ZUCUESgjiSoNer4d3hj956Ys4a1aynAWkhcQaTxgnTEzNsH79BiamJksFEK4g+4wWex2t3FUlMAj0DtyfwTgcDRQCFH3YMRhnIh7SnwnQQ36GtRskXDNKABMhZI4pICsgSmLaIirLNm0BIsc7hfQSFcU4q7B2BT8fVrq4jEmpxBp8WUwijUGbApGnWJeT5U0C7fDWIVSJBuMLgyQnDKoYEZA2e4QqxhmL8I68mMf7DlpJRAmPgze+fB2J6AsnxjZVaAhTHB3MvoTHXngG3/3Ou9mx2OURz3oHj3zKK/i3sbqwNgAAIABJREFUL36b9v4duLRJKDxFN0UVBQGavNnE5ymFy2gXHaQruwqRovT//fgm/ApIqWeZrKNIKgap2uMFVP3vCMo0oxIl8o3EIVZvI25YfaJGq9VCI6iHMXiDU45qvYrYtIFnPufZ9IxgdqqBdBZnO0gJveYyU1MzvPfNr+EBsynNrsWmLYxxyEAzPT3NxMQk1VoNHccopZHIsd6PURN/wBg8du2U1zNA/x0971EZ/D2gH3dFgXCOQEoCa1CuIJPlK0VKCCAleU5ptRhJ5BwBCTkpQaiQyoIftLy7sjTaFuVz0BJnDUp5cHUGXI13FyvTLytrxh3w3g8r24YPCVtW6ekQHaqx/0GZPZB9tuC1KqPn28EhTMFkPWTHT7/GljN/B6XWc9nHv87b3/9ZggCQilZmSQRsWT/FG17yR5x5xkasCqhMzJJXp1DOIaTuo/0e2bzsdrvUa1PD7MgvK4vzTSqxJkyg2Vliz/ZdvPS172P9poRvfPsqMheT5xAmitwYlE6wXhBNbqHulnAL17PYqOOtw3lBFFeoTzWYnp2lVp8kiEJUGAxBYe+uFXR1DGSwiidJMoyZpGlKEscE/WOX9Gwrkuc5EA3jBAMgUudWMC/8KiKXYR0Fa9caWDNKIAxDer3e0PTSWqOkL1mKHRT9Ux1i7/e/nxvD8vIy1Wr1V3wFh5bRB+/SLrVajV6vQ1wRtLObedC9H85V1+2lrRRaSbySWCVY6BqynuN3X/123vTk+3Lve55OFIacfNYZBFMTVJI6WlWPuJgIIVhaWmJudmPZMccvXz5cUSGZzQnDWe5/v4cxj6aZdVG3SWS8nmx+Oy+95Al8+atf48btTbRPqDdCXnDRb3CPE48lXZ4HKyBKSBozTExOU5+uMTE1jQpihJToAWDs3ThpVi8eu3btot0uORsGSECDuv/ReMCoOwr0W5AldmR/WuuV2gC5Al+H+G8lcOckKFuIo0AQKkkzswhmsDZH2gjp27h+a6bG0/MZSVIn9DFCrMCPGWOQOLzwWG9Kqm7hSwBN+u2/QpcFO5h+xekg3TZCviEHHXLlw/ReUSJEWjxiuAB7PPiVoqSDuAhHgD/CSJHl3ZLqzCk6t97OVz7/CSaOOZOkUS8nqgNhBUGgMWmPahzx7s9exUdO3Mit8ym1WszGU+5JGFdLU92Pl6iWufPy2NYZ2q2Mak2BixmaoYBwKd5mOCFQUq1wBAoxUoVYvunlbSbrDbJeTqibVOaOY+s97of3Ad08RUQFuSow8wv8+Kv/QO/Wq3nS/V/I/PwihXdMzUz3qdcFvbhaFtuoEtm4Wq0STEwjgwg9yGIcoe7+aJF6DkpljkxIk2VsPeYYqtUq3nv29tplHEY4cpOhZYRMBT3vSUZSsVo7KoFn3vQQQQOpMpQLcc6ShAnClySvUViiEWtq5FkJ0IpQCC9xvgcEeErKtLXgka8dJUD5kMIwJAgMtmvQ2uOxlMC3ZSHIaB/84DdrsT3zaERIaDUXee6znsb7/uHTwxVprBRXCPI8JxUJtdjysxt+QTw7SzI1SaAT7ojJJ03T/j07ivMZOfboBEySKnmWMVFJQM7xsIc+BRNU6HRTCtWh4iegnXDRA7eSLuzkwMIiS50FIh1QnWgQRjFhvYpSAZW83wsiStiwKIrwMrhbau6HbdK/BJPSofAoB2OsxCAICQJPfojf+n5s4lAr/lruI1gjSmClGKXX6+H65aCSHA8UQhM0qrhd7qAB+usszhniWsBbL3097/uHT4/9bzQIJqXk7778Q55+v2PphlMc2L+bqfVzRDpBhIcvCfbes3fv3hJyzXDE7rlDdWUOlYJxVCfX8cjH/z5XX7sXEUZk2RKNWHDaiWdx2RsuoaLbsGRp7tuLERVqtRgZCSbXzVFp1NGVCoEum3CU0pgRMM5DKb7DBfX+s2WADDSsPO0Hngfnl6YpzvmD4lDDwOUhlIBzDuvL/dwBQv2vRNaIEihldVWawOEEOCGROh6ma0ZX/1Gr4NdNkiimW3TQtj1E1QXGUqODz7505U953UXnUizFtJebtFotpqfW3+ExBpbAHVWnHUqxDj4LteR3HvJodmdVRKNG1u3wsf/1Tu59j+Ow7WvZv/02MifZsy8lrAZESZVGZZJookJcqxIlZX2FlhK8QgmNxA9dpdy7Q/bh39m4wLA56pcYD4NU9MASWM3aXAYHD4YmGyqwQ+xTa40Wdz7F+V8la8aOLoqCOI4JtUdJiIKQpsmQmUMEHtVdQAlFICDNOwc98FETcIA/6H2psbXW5C7FiS5RWCGJKlSikGocorQflpiqUNPplcw+UpTwcIKyp1zIEtTkkMVCA3IR4Yebx+H8OJXXgGew5M6zLC0tEYqIJIIHnH0/AkJy4zB5QcnGrAiTGKsi6pWYl17+acJ0JyIvaO3bTmZSjMsY8PpJL8AJhJfQj1jneY4OFNaljAF9jpyjx+GlQ0eK1KYEdUkQOurTk3zgIx/h9PMv5rrdPeYmFf/20Xdw07c/yb2Ogd7eG2jut1gfYVSVzdvWsWHzHOu3HUd18zriyRnCSgOhYmQQY1F4JTFYrBJYJfCBOgS02YpyV0qNrc4UFvBY4UEoKtUqKhAIZQmEx+Q9cAWLvRaFLcBalPdjyEaIEhbM2HyMQGXgalpnENLhRY60BSECISVlEtWAVjg0ggTheiDKc1TSkWmQVmPxZXYkDhEGenlO4damFbtmVNPgASSVALGUlVFiUVJhOecOaiAaTHKl9Bg/AUCv1+vHFsrPwyDC5XDlN7/Hp//pSzjf4/QzTsUUjk6nywknHM8z/vDJ2CJlohbRS3PC4O7Xj4cq3Q2CgH179/LZz76XZzz9mXzy/3yNSjBDKrr9Qe9xWYd2ZYKfZRF7rOLEioR9CyzP76AyswkXxEitsSpAoShja+XK1Wq1VlbZUShxv3LfpZSIQJGbAo0ndpbUJxx7wgMIG1M43eDFlzyG17/g4dx2yw5aBxbpLnXpLrdRcUh1YpIoqSODvuKKqmXwdTTKfxd94gGX4kChzczO8J3vXsXOHbu58cYbufnmWziwv8m6uS3EDcdp9ziBBz/wfmzduJlmu4UO9FgB0OCaB/d/YO4PVvmBRTZWoDYMDGqiSCCNpMjH4fBHY1SDorZRl0KKu1bB+F8ha0YJQDl5e92CPPNl70C/nPVQqL7tdpswqSJ1SJZlY3nZKIpI07LTr9ls8po3vZOkMo2QATOTM7zjna/DugJcxEtedinXfv4qvvzNH3DK5vW88GXPI5mY4D/DSFo9CSYnJ1lcXKRareKWbuH9734j73j76wgIkEqgXc7ivl20UkOn1eVNb/1r3vL3P2J5zy3EFcG7X/1M7nVKizipEtSq1KanMWKFLck5x759+xBa91tvi4POZzDQE++xssYL3nAZX/32DygKwROf8Fje+MrnIOw8edbmZz++iZCUXiHwOkLP1pmoTBBXJxBKg3JIL8vzR5D7lZZaMcLQc2ckCILhBP7iF7/IP37mq3z+ik+zf+8OHvSgB4NsY43mD5/+EnR7mhtv/gH/58s/QhnHky56GI942H3R2jJKAKy1pt1uD5vAShCZoI8oJceszNGuwNWTffR1tWIZ3NvBFmh5kAuxVmRNuAMCQYpE5IY8E0hRoexh6xBUDLpXwVVzhI3QWJTQ1CcaVBt1oiRGxeHQtFNakJoCKQzbd7Z49Zs+ilElJ1/aa3Leefeg1dyDLzRKGh742+ejA2h3e9y2Z4mLLrqERCVoqRC+NNu9GjDSiqHpfTgZq8qTsqSwEmUJ6QDIc7CleUYYR3gBPVOClkZCoRUIa8kKT1ifY/P6DRxz7Bzvfc8bOXeTZ/P6bcx3K7zwzz5MohPmd97I9uu/T3OhhyTDRYbCdQjDkD272xBbikJRFAF4jcSC1QibUo8KJhLBu979Txx/zoX86zd+QjNt88eXPIxLX/54eovbmd+9h33b99HptWjlGhlVqE9OMDm5jqgxCzpE6gApIhyKXEHL5aXZLAW+z0E4unkphryE44jQ9PuoPA5HqiVTNc3LXvJm/vn/fgenK1x37U0Y0wZRKn9jMx76iPtCILHSI5RABRH//IUvc+0N++mlzbFjZ0WBA1QQkFSr1Gq1YfGQYga8orALJZCrK61OIUGJErZEOo+WEinBO0MgQAqF857YegwW50HrAJFZcpsjZIgTop+qNZScDmti+q0NJQArAZmS3smVMN5e4p3oAz9UjnpfIZognuBNf/F2RCUYklcIIYZss4NJOj09PQz6LC4vccyWrTzq0Y8d60m4s2bcaJnrIPV1Z/dRmp5RP4UmaNSniSsNPvu5zxAGLY4/dj1T67fw8Ke/mrbaxNJSDvtuJd+/hGgXeBPQ62qScAqaOYmXaNtGFD0SXaUybWkWOQ96zMu557nP4S8+8vc0prdwr5NqfOtfP8oL//BJzC8ucMutt3NgYZFWr0cljKnWG1SrdeKkSphUhjX9UpZFTjoOh6neu0O8kfzTZ65gYTml2ytAC176qj/lT175F/R6AwvQcb/7XdAP2pX3vygK8szwj//4T9RrE2P7HFiLhzrHwfMa0OCNWkujacPVZcmjwcPRbkO39kIAB8macQdKkNGCIFAEoYdcIaUCFM56nF2pI78j39IqxWX/40NMbNhGVqQEKoA+Mm2j0cD7ktvOOs8pp5xSogRpj5UerzSFUXzpS1/iwgsvLElQlKJIj640ecAWPBgQo6Zh0Se+WN2aerj7MTBHMyvQUUIYRfRsi+9d+S/EU5t40fNewSc+cwVPfPFbaQSO91z6Ajar25jI50mmG/hkjtt3XAsTAQt7DnDllT/kwx/9OD/8yU3EyXoyazC6R+E6VCsV3vDC3+X8e67Dz9/IT25cQKsKrpNTn5lBzTWI45ggaqC0RoQaL0D5lWuZIyIrDD0lSU1B9EsQrAxkItB87ov/jg0rBFFKkRripMpyL+Av3nY5r339i6hUI2r1COk8sS5dETQgFLfdsodO242RgAziSYeiCXPOIVkx6xUrjVijacHVre2rRXmwOIxc1fq+ZpbdFVkzSmDQKUafVDLPGJI+llDPRy82VCx3DaK7xGwtwHhPMEh3heVKZftUW7Varey004L5+XmE00xNz3L55ZfzsIc9jNTkxGFIcZS0UasHmPArWAc6PPokcVEU5HnJwzA5Oclys1f+3qVU6nXaO2/kf7z5RbzqFS/iUU/4I7YfaPGct32QmW6X+9zjRM6/4Eyuu32BdrPKMevPJbVzaNWDMKQXT+H0XoSqIbKIRhTzgbe8ihM2LLG86wDNXotOblk/EWHmF7GqQu2YjeiJKoENEVqBLie+dyv1DDd++yqKULLlvDPRSQRHqTiPJK7o8vvPeCof/Mi/0Uz3E/s6nc48jdp6Tj/9TJQK+se3JRCLEJgBCAuS4487HimCMqrfl0HqDzjITxdCEIThWMrWOTdUAofT26NWgpSy38Dly4zQGg0IDmRtKAFnCFpNmsaCF+Q5+CAEV2AowSZcr6DIuxApgihE5BLlA4QALXTpX3mJQNGebzE3NUlmgNDjncUASkoqlQpeCnQcIUOPyjxhGCCkK10DClppRqVaY3F5gXq9isv6KSN/mBThiEgnyEOJ3rlEb8du4t88k+4V32RJWWoqJjMFIg7Zdvo96FZDnADpPVJIjPCI3HHgJzchllaYlpcnq2yanqPYNktlUbL96qtx+5dRtQTTXuaKS1/Dq/7qA3z6J9ezTwhOOpDyFx/831CZZqkGsdnEcmcnE7JKni9zXmUazwS3hCFnnLSO5//RY9G927nuyv2owjPRgY3VKo0iZ1N9Ay6D8No9oEP2yBzlBfHmWWpb1pMuLLO4Yw+xl4RIIhGw5wfXkuc5Sa0CuSF1hooIyHFMbNuMD/Ww/740mVdVKXrBgNEkN5YLzjudn99wO1+4okdqWzQmpjn91JP4/ac8Hh1asPDxv/0EYVwGhGUgUVrTOdDjBZc9hcXOXuq1mZVnpAPIMiIpsFlGnvYweck1YXSONzm+qoiVJveWIIkpehmIEI/FIMpEq0+HpeiD8x9kA1JhiVDkuSEOYoq8SxKGeN8DNJ4cRMlj8KuWNaEEnLX4okejGmPpl2gqRcaKKT2K5e69x+QZ3hkQYIscSIYPI8syut0uTgTg7ZCcVIhytT/BrUeKFS0vpeyTh8rhRBdEfOs/vsNDHvogglBRuDuHIzAQkxcU3tE4fjPrjz0OnxV0du1n97d/SuPeJxPMNMix5LZgWkbsuf5mgm5B/fSTqFRKMJPiutvZ11xkHevY8cPrSvy7s08tcQKKgP03/JAPvf75fP/iP6G7aQNZq8v5W0/hGzfdQBFrTCYxuaZTM1QCzbSOaUcxy7tv5+V//iyW91xPT0/1ad7AbqjjajX87DRFHCOlJhUKFSVMBgKZGZKZaboSwsk6J27ZxI4rrwFg+owTSdsd1rU8S+sSEALrHWG9WkK/9/31o5UoSlhqHuDZlzye33vcQ8mbllo9YOOmObrpPPPzSxQm5Mc/200qQmoTU7SW29iu5h3v/BMmpj2T9ZNYbq7QaUofkhWWSgV0VWPJ0KGi2ewRBv0Wcw/0XbnB2BsLXjIe+1m9jcrhPl8rsiaUgFAKJ0O8DMiMRQpBpBy9wvUfgCwBKUZu5vW3HWDHUg5KkhcFv3mvyaFvOjs7SxiGZIZhznbQxXX77bdzzvmnIJTHe4ZgoUEsMUXpIngnCMIaV37rB1z4kAez3FwiSuK7dG1BFKIdIAQOSTuUyOM3Ir2n87PbaZx7CkSKJAjZe82N+F5G9bfPxPQMS84hwoD43sdTjSRL19xI9dgNhFs3kFlLFiiscXDmqaS9gn95w/N4//YFfvLJz3LRY5+O/tQn+OaB61h/8gzfvmaZqOe4T2MDi6bDA7dt4I8ueQaLu7bTLGKEaVLNBJO1WWrnn0G1XqNSqyIDTahKnkaDonpgicWbbmfd1mOwYQC+IPvRzah2xvR5p0IS0v7F7WT7WkzUT4LpGtL5EizGOUyalVmTo1wAvfbEYY18uc1ULKCq2b1znquvugpjNB//1CdJnabnE45ZN8NTn/g4Tty6ialZhbGedrtLUzfH9lnkTX7042upT80iZEC6nHL8CYqoEoB1+NyUPn1hhmjSA2UwmiIcrPqgjloJ/Hex0BHE6winY4TTZEaSeo+Pp0jMJE3dA9vF2yo66OJMwreuu5lKtY4KAnQYc/5ZJ1LYMu+7rlFnrl7h9oUliiAiyih9RefJrKMSRuS2TbsXU6QQRTGp6SIoseOkgNwUtLstgigsoeHKQrVyWxXvGn2wUmi8tyVVFYrCWghDTLMPQOlAS0lx7Bytm3cwlVty6bFTCfnueSbOOYWJtqPZT0kBdIShKgKK+RbBaVvJ04wwDHG5pZNnbKlMsNSwbJzeyJXv/zDr4gZPfdHz+cwnPsI9zBRf27+PCDixuh4t4T5nbuO49VUWm/MEIqQnYN3EBEHbEOsAf/MO4qiGFhFFqOgVHpMX9IocOzUBnQJSi205ZuMaN9+6i3CyztKPb8bgmUkF3Yk65hc76N1oKHDUdcS+bpNjLziLQvg+Wm+/T9M7BpyLK/OnZIwqshShJLkrOy9nommu+cn3+O0L70tDCU6+54n85bveR7OTs3f/Ape//8O43CA7KS968TO4333Pwto2uSirSOM4xrucv/3kVyiiCXoy5zePWccDzz8bESVYV2ICGDwmUpBlCF/gC4O3oEWMJ8UwjTUBgQDjQAQSiwVbYPIMoRR5L0f1CUll4fDGIsMQPOX1erkm0MbWjBIYaNYyFSNwpiR2sP0GmkEAxxhDHErud8Zx1CenQCjMSG4eYPvOW/iDp13Mm9/+11QnJjDkRJEmL3rceO0tUMRUohCfem689cYSrdjnRCOcfWEYjoBGuH6m4o5l9WowqiCUEDgpyYqC0Jd1yZayajBfbqOjkBBJV/uxUv/YiTKbESpQJRBGlmUkSYJI2/hQEBjHzXt2cvvu/cxOap74xIeS6Q6ToeW89cfytb0/Y7aiyPIm55y+CddMMVLR7XRJZqZJGjWmNkywrjbHxFSDTqypJg0OXH8rvqKp3+dk6ntLqHZ9+vG06zE6LzggcqYeeDZRM8N0U+wx0/Ru2oXt9GDbeiYqCflSCy0kx8+cQBEFuPxQPXiHFikDsiJjcmaSHbu2U9eeBz/wArrtJp1QMDNd4V3vvIwXvvhl5Lkid2WZeLh+jsvf8wFuvvVCnvqki/C+g9a6bNfWIQ+84Bx0JSGsKOreIELoFAXJqpV6ULY8mkVYnR4cbXpaKXUoiVcHLqpcw12Ev/qoRF+kLAEaR2+6cY6CvlYWK0UlSilOPW6Ke50wx1knruOkjdWxts8wSQhki/dd/gYefv6ZFKbdL5mV3LT7Fr7y798gbIRUKj22bt1KlmX0er2x87HWcs455wyryI4kq9GOV5t/wwq03FD4MktgDzQRSiEDTe4sodKkFU226wBpMq5wQifKIGCsiZbLAFaSJEgpmatOI6bX8fmPf54/f+9HaKqAIu3yrau+w4937+I2l5Ff/Qseuu0UkPCt+SYLyzn1uILy0EiqrJ+eZW5ujuktG2m2WyzfuJuJiWkEAfWeQHdyqnEChaV3007cYhtyQ8UI4swRFZ6l627BdFOCIEA7qPYcsYhxOiTfuczO23ZjVUDXOEJx9OAmSikqyQS33ryX73/ner76re/T6abEUYgXIWEg6S7t5J1veyXGZuQZ9NIui4uLtHP4ly9cyd985HPDZ1P2hcRc/LgH8JRH/SYXP/Bc7nnyFvI+1+TgeQ66N7XWB7kAg/EKK+m/1TUDgSjBUaRbSSf+txK4Axn4XKOvql/3bZwdmvqDG5l7SeagkAozgj8vhKBWmyXN2nRbO3nkQy7gda9/Jdu2nYAgpPDH8t4PfImnP/k1fP+qXaxbt45arcbGjRvHzsc5x9lnn00YhlTuImrR6hVDsVLDvuvW24mSmKRWxQnoYZk57hia++Yp0mx8P4Gi0IJ1Gzew67obh6W0e/fu5aLHPJlNm4/ng+/+W7bvbVFfN8Ps1AydjsSrKX7W7jI3NcuWvT1+vnM/tRPvyVf+42Z27NjB3NwcURBQr1YJhSJwgqiVk85UUZUKJlLsEjmLsuR+0MfMQiWivbBEjmNPxdHTnu7+RVLh8MfOkgeCHMdiRdApCjpJgJ9p0Egl2d5lfF72Qxz9uIDnP+/FvP61b+MTH7uCD37sCn7/Gc9l/+IyvZ6n181RQuCLHHDD5rGpQDM7OYlOEr72ne+OsUZJPCpUhEkFIyIMGmcVVbUS6R+MJQYr+cikP5wlMPo3DGh1GVsM1qKsCXdAAEVUpREO6MEiijZYu4STLZRI0FlEYeeRso4SywRYIi3w3hFJXyZtfAkyaUVa1sNXakgVctZxdc586UUk1Rgdz9BpN4njCI8lzXpYm5M1M0S/3dNaS6u9wD1OOalMHRWuzB6UY4KDKVY9VoDwHp2l6B1L7Nu+i02nnIDoGdpRwrpkEl8YqpmhecNOql1LfJ8tLORd+O6NyHtvozI9QXrsOoqv/5Tg+E0E9QrSeRauvQG3cQNmZgM///kOlDcce9aJvOLVf8muAwVnV46lpj1fuO4r+LTFL772Fd6y/li+dcNV/Pmln+aZL3wom6TnGZu3st/ApS+4lO2/CLj5u9fyhTe9mu3d2/F5G5FnRKFl/elbaaUtgqWcqShETVTJncd4RTA7QXPnXiZUgGz1iBs1du3eR3XdNDpOIC+zK/WmRW9RpO029WPnWNq3Hzu/n+CYGvSKYS8BgHPjNzQKw2Gxzre+eRUtl9A1KUiDLgQzG47jTy/7K973jjf2R4+klzlc2kYEAfWkRisraExqestNpIhYWOhSrScYa5HWg5X0ulkJFyYcSoORoMN9pKlA+xpaGKBA2ryMC1AgpCAgxvgezhmU9CgkwkKRFshQlzD4zmIosyFREJKl3RKtyrs+UpUtB9MaWIfXhBIAhiWao5HVQf/1MMI/sg1Zh+XByEI273BgoeDt73w39ak5wNFb2stxm2d5//vfgtSebqeD0hE333wzQL/rMKLb7SKE4N3veQtClgzJYXQwTdioKKXwxlDTETtu+TnVapX19zoFU4/pFRly/STdXkpw2z5SLHrDFNNnbsN2u4RhSPfE9cRxRDPNqB+/GbZsoDe/xNK+AwRBwKbHXsTm406gqExRLLaYm5thqp2zeUuDl13yOJZ9h4uf+ruw+8fcvms/y50FJvZZvn3ld8mLNuf89nl084JKrcpm7/noRy7jtZf9HT+9dRcPf9mlnH/aOrp5QPOW3Ww68zTevHUL05WQX1z3czat20p0zBTO50QyYOmeG5hLYlr75gmnG7R272fdls1w7CzdokDvbuOtQ52xFVmJCb0lNwXT551K9/rb0N2CtoLwCGmzgQtmjOEjn/gcvbyHEIIkqNLNSxzKwITs2bOH2dnZEo9SKarVKpnT2DwjiiIWFhZo1CcJgypJImg1l6gkjYOONzqujDFl3EAIijxHdzMwdliSPGzO6jNEHa7q0zlHMIhjCV/2UBx2BP1qZU0ogQGb3Gj/uBBqLAZwpFzsQRPUhvz7139IdXo9BzotqlrT85qFruQbX/kB51xwHwgV3aLH1VdfjbUW4w3dbsr09DTNZpPT7nUiebdsZjI2O2IHmDGG3FnaLqd2+rayMy3NoNcjDiPibZvw1uGVJDIGqRVplhFLhe/lBLMTyMwQSk0hPCYAsXGKdXoDDs/3rrmBpULhOz2UTblt8QDt+gTf/eJHuennP0XlluYttzFvC7qdDq5Rw9QTblvQ9Fyd+sws0htqeop21iU8qcYH/+lyaPY4/cKL+PoNOV62sCrhhh/ezCOf+Me8+89fQSMpuC0/wKZ2gqaGiwW+WRDPTZErS5BZwnqN5rRHFhmxCLFAFJOAAAAgAElEQVTTdSY2zJSsb70U3XfhOnnK9MlbWVCGOHNYZQ+rBLwvEXyq1So9E+ClJwoCbOoIdEgQapYWUiYmSsKWQTdgp9NBJ5W+NedKLgljuO8F98GZlFBpXGGR+tCAIN571LCHpSSsNd5hlCCT441OgwXqSNcg+2PGOjdsllJrIR2wSn71tgj9LIntEoYzECelaa0kWeax3ZBAClJbtnsKXzLcVpIaAl1iArR7OFvm9/ESF0kyl9Ntd6hGMbnLiJOENDN86JMfJY5TXFogcFx99dUQqBJEI2qwuG8fL3juH5K2RVkiKsrBMAAD8QOg/tFNekKtwSsCB8o4IqVXGlT6pbXClgEjZT1VGUAf5V8asKJ8jxNorwjQWO9wzvCtr3+TiUoFfEE8F5NnGXSWae2bx6Zd5pcPsGP/bnbu3EkrS6lPTRNPTEO2TF50EXGIJKJwnihIiJIGrfYCO3bewsf+55vpdgzSWarSktFjPlnPNdf/kJt27mPX7XvYu2cXOIP0jpoM6GBQ1mOUoJCQWEEk1DAAlmUZeT+uYb3HOIcWkqbL0UVZTw96qOhhVRMOJSloluf8xr23sHliM1m7i1UHiJSgaEse8uDfwJsOvV4bVE5QdQQyQRSKdruLjaCaTCNMxnOe8WgEAYFOCAJNmMRle7BS1CvVYfDPWos1ObkDlMYXGVrFSKuoKjkMFELfAhAOISSWFZKXQfzAIqggwBukN1hrSqXkQ6BAER7CrfzVyJpQAng/NAG11n1YZzXWsbXa5N+3bx+tVuuQ1WeJMJx68vH00g5JpUYlqJQaPnAcs+kUeh1JHE6R9SQHDixR5I5eS7Bj56285rWv5gEPeMBdvJCV7rGVS/MHfXY0MrrCPPkxj6BYbjJdn2N+f8ax6zcx3aiya/et2LTA9HJsWmBzQ5Qk6DAgjitIKUu0pjAkiqKx4FQSx2zcuJGzzzqDRBvCuILXFeJqjTiocGD/MgGahR3baTabfWy9O8YCuLur4l74oueyvDhPpKvEwRxGSh71iPvzouc+hUZ1M5MT62k3PUm4EacdmWkho4KKSgi05x3v+HMOLOw86ByLomB+fp7bbruNZrNJ2O8XWH3vhShRsK21w27U0S7BUdf0UNmhUTCTtSprQgl43ycSWVUePKDPcs4d1PZZq9VIkmQ4yEdFeM05Z23jLW94IcdvrEGeoYXEi4CHP/L+dHp7SGqA7GCJaDUPcL/fOJevf+PfeMBvnYdUdxKjThjAgLBjE2UUdWZ0pTtU99qhZDCAEr3Ezpuv4uXPfgqPvuBc/v69b+enP7uSyZlZ4lqdSrVOrTHJ3IaNTM+sJ4pr6KgyRsE+CiIqpcT0eiwttzH5Aq983hMwrSVM4SiWF1nn5/md88+mW+TMzkwNV7hDbauvafTzI8lR3wfb5v3vfyvnn3c6lSAhFJqn/cFjWV7YidQZqCZZ3uQJT7gYm9WQVnH/c+7Ppa95Mf/rb/6MUGUk0fj4MMZQq9WYmZlhZmaGSqUytGIGE3f4NwVSebRm2DKtlBqOzVFwkdE0tdZ6SKS61mVNxASEgLhSGa74g5soR4stVlkCQdBnqTkEW21qFYHykC/wrIsfxU9u2svVP/oZt+/Yz1+/6xOcffqxzM//b27fexvPft6fcMEFp1NvJPiiR7vdJkmqmPzO9Ap4EK4P2aXutvLQcj8SG/ZwYpmnP/URvOiZj2HXwiKLO24kjiZwkwKrFLGxVKIYHcUgNTIYIC6J/uQcP58oDKEuKbJFnv3MJ7P1uJN53z98lvPPeih/8Mj7snDrD2nLKWpRyMzMzEHsUKvfrz7vu0vSXo+oIvnDSy4miRt89f9+j+c85zmce+7ZhEWD63/xQ1otz6knXcjjLj6Ps844iXZzgbznaLf2MjFZJ+0KUOPFPiXkV0lzvzogPWoJDF7DSI8p9UH8yq+CKB+lTjtaZf+rljtUAkKILcBHgQ2U9u4HvPd/JYSYBv4ROA64FbjYe7/Y/81rgGdRFtu+yHv/xSMdwwNZajC00CJHy9KvJFTkxX6k30yzrUqATuGJETgsXjqsNzjlS8DI/mZND2cEtWqVQAvuf5/jedADTkCoiEZtDqRAhQEqDOm1m0hSsuUcLyBQumxOEvLgkxyIXBkg3pdQaIOJL+Vglesrgn4/ucePlMYeHpl2RVzfCoIwnMXmgkgJusYxNdEojyEdkXCoibjsfe8HUMMwZKJeo22qzE1kGBeBqyJFgfcWj8E5Q2bbSB/R7e3hoQ88jd+674noMCRvdVDhfZgyhiRJ0FGI1iFCjAdhy/elgvFufEUs+/JHJt7qZ97PwZcdYOOQXeOFViFZJ0d5T95b4Lz7bOXCB79rGLxL04ePrNqWxcUlpNSo2AMBRe5RukQ2hn7DmACpyudosWNWgMCBSfGmACeRXmINZIVHBx6pyhpyT4FCYaQAkxJGirRI0UFpAeZFio4baBUivCBwgHdIK4EBSc2aMMSPyhIwwMu891cLIerAVUKILwHPAL7ivX+bEOLVwKuBVwkhTgWeBJwGbAK+LIQ42fs7DoMopXB5hlaaQAvQJe24VuHIJLvzN67U5iUAZKd3AIdHZrpkvSUp/+99f1D+58lq6+BIRxt21fpBw8LBfwshCJIKamS1GYKZCEmWZUxXkjJa7sT4TPS6v0nwehhbEUKQ1GpU6vWV1VGIEg5MUqr1X6GEkaYwGcaWNygIFcb4YbXpIMh3kCU2cu2jbtFqq2WAijSID1iXkmYt9u9tYloFSiuSiiLN/DAroYVECUkgZNkfAIRSEqgSrh36is3dPXyQd7fc4Rl573d776/uv28B1wObgccCf9f/2t8Bv9t//1jgk977zHt/C3ATcN6RjiFYCdZoJcAaFCPAHH1kF7jzWPSD3xhjSNMUJaOyOUbHGHP4FM9/hoz6j0ezweHbVYf7kwoVhKigxPkLohihNF6UefaBX3qweyLHtkEq1lqLdeC8QMiSrs0JifNlF+SvWsrLGDQdgbUGYwqcswfdm9X3cmUfq62Z1cco4yhZluEpaDRqVKsNtI4IQ0UUBwjUMH5lrUWJkumZfvmxxCG96yMPlPJfNc7urNypmIAQ4jjgbOC7wHrv/W4oFYUQYl3/a5uB74z8bEf/syPtmKJw5EVGITxdb0hljCBBy0k8liB0+E6BLxQkVcwA8NN7hHXDBr+yZXgweUqzzQsHUqOCFX9Q6D4ZhCiLOMTQRuzvdqRevFQ8h18CxwfaOJ02jNSNOztUeHiP8+O9BaMyHDqCYU37wBryo4OYlaYVEJjcEEcBYVgHGzDZCChSh/e9IYeic6VlhDCUhAlhuScvUKIE6/TS44TrczGW2e1Dx0tl6SaoFStFCFBS9I/Tv5+ryE+8t/i+y6RWAY2unrir/7au/92+GyGVRioNfqTGf5UDMoAJgzJtqYKANMuGwdfBQqFVDaluQ3hJlExgCoHLLaG2ZBWLSzXGNQnVTIkeVBhErIeIUgPFULiAAoMyDmMKhNA4V6y6rkPdz/96OWrVLoSoAZ8BXuK9bx7pq4f47CAVKIR4thDiB0KIH+w/MD9MDyqlSmpoVj34EdoqgDguc72Li4vs2bNn/KJGYZ5+iTu9Vmu9jyRDhdJPaQ3Srauv5XCFV/8viBCC/fv3s7y8DKzUKEA/IyPK+gxjbFneLEQfCUmUAVa/Yj2Njsuhkh5R7r8OPJlHZQkIIQJKBfD33vt/7n+8VwixsW8FbAT29T/fAWwZ+fkxwK7V+/TefwD4AMC5976XD4KgLNm1DqxDWIelJIYIwhVgh9HagSRJiKLK3YZsOyqj/uKvQ4R3IANTNs9ziqKgVquNgGHIse+Nbna0GOr/51IUBRs2bBhLaw5TezLBhaXlomQVogCdROTe9mHnJUJIpAiHFt3o5B+UOx9tqnQtyB2qKVGquQ8B13vvLx/51+eAp/ffPx34l5HPnySEiIQQ24CTgO8d6Ri+D/FVq9VKC8Az9E8HN3ZUowpREkIM4gWrc7Grizfuqvw6WgKwsrLFcUylUkK1r+bBG01rlSw7/+8ogSAI6PV6w65CYGxxMSalKDLwpYvQTVPy/sReiaMw/N1o8ZAQYox56NdBCRyNJXBf4GnAT4QQ1/Q/ey3wNuBTQohnAbcDTwDw3l8rhPgUcB1lZuGP7ygzIIQkz5fweYQOIrQGmTuE9gi7DMUMPglAWKSXiEIhrR+WblrR7yUToowR9G+88wJkWPLzOYVwAcIX4DXCabwXSF1Gvo3wJWfd0JwbNZP9sPQXGIOvhhWfHcC6cYTd0V7y1QNiFE3H+1WDZeRwfjXhyeh3VykqKQVKRfTSJj/8xkeH7sAA32+wY+scWlf66cvS3x8ObzWonAP63H0jJ8NqGboUYiUNV/5j9LGvXm/GzejyUsb/PpQcyYURI89B9OMx5bk7vIyGt3QwPga9BaMxHCktWjcIowrOttBFQJB1kCYvY1ORoWiWPIYOC77AGQWUYLTGpkgp8NLiXFz2PeiATHhCEZGOMsH5NQEsdMdKwHv/Hxz+XB90mN9cBlx29KfhEcbgXYGQHoRFKUEYGJzv4bGlyV8oygdrRgbCkTHdykFeAKLf0HHnEIIG74/0sI40aI9mYP8yclBAsQ+PPURocqbv35qh0gEgUCg1whMoJR5wQqyBHMDdIF71004ARw/j5b2n2+0OUaWkMBjjiKMqu1tLgMH7CGuLQ2YeBjKwUH8drMk1UTFYLoUO7wxKSYJAQepKEE0f4G2INaPwzEfoIBzucmQCCz8M9nAnYMIGr6USOPzDHJuIq742sCzuuDjorskhV8ShSWqGfA5BoBjhzkBqhfArcY+x+7j2LdijkAEd+51TaQM3dOAeWFumlrPMIkVInIQcaPcYeKeHS1n/ugQFYa1ULgiPCuu4oGQJwkeYQgKa1HZwypXAo6JDoKtYA1oJAlV2aTESiDlcUZGQBu8FjRiKbhNhU6TP+i6GJRIe4QS4ojT9+xTfSmiUKPPug62MDJeRYiEUXriVbZUVIlHDfQih+qvx4Pej56zGttU5/PFNDLdBXUBWGByCpFojLzqYokeSVHGuP7BdTmMiplIty4mlVyg00quDtoMej9PDbfW5jHZvelt6AMLLchMK50q35+BsxGidwrgcrjZi8GxhvFZ/IHElxro2i0v7MBLSzCKEJOyzJUFZ7JlEAUp4nMnRkqHvrrXGqza+aCARGHpYI1FRgikcwneQ0hMGMSpMgBXXRwqBQOOFwktTBrVdjnB9GPz2Eq5I16RiWBuWACvwzaYoS1GjBHInS5orSp91dHXudlNmhUJrBfQO2uPYQDWeQNZYbnZ520c+y0+u/QlSKLZs2YaSllarzb3OPJunPv1JGONR2vaV0KFltFGmHISj3z3YNRl9vbslTdNhpmR+fp7vfO+nnHHq8URBzFJrnlp1kmYr518++2Ue89gHsW7dLBu2Nljcs2dsUh1J7uq5D4K6d+e1j9731S5bmnb5zvd+zj//8xfodtu8591v6efog34kvzQ6W60OtVoNIQS9Xm8MU3B0n1LKYWNbu91GipCiMBSFwA9cqUPEM0atqyMVLa0VWSNKYPSm+X6RiUY6D87hjMUVBs/KxK5W6uzfN09uSrKRycnJlb2tWj2aXcG7/uZ9XHv99UzPbeDtb7+UYzZtYelADxU56vUGRW557nOez0Me8jCe+PuPxxSdOzzrlUKfUSUwHgMdd0vu/kEwGLjNZpMrrriC5//p5Vz+p69ifs8BnvS0x/Ga17yNLDVMTc5x2mkncf11P+O0M05Eq/G06h0F44ZyJy/hrlR43pEcLga0tNjjve/7GDpqEMuEPM+JQkGW5ahADZXA3OwGrrnmGrTWzMzMDOtTjDEovbK6D1yDKIpIkoSikxIEEVI6TGGHSmD1sx1VIoN7sJaVwJqxTYYpK+VxDpwpWzWVkGPdhIMbvLzcYmZmlvXr19NoTI7ta/Ugeckr38Avti9B1ODlL3shldhhegtoekjlKIoUIR0f+uDHWZxPee4lLziqcx0+2F9hfi3Pc/I8p1ar8YQnPIGXX/J8HvbQR3HscSdy1Q9u5Kyzzue+938AZ5x1Kp+/4ots3bqNoA+t/p89KEdX7Ltzn6tfB+9f+YrXUalNU5+coNMu0LpsTa8ktbF9dDodtm3bxvHHH8/k5CTdbveg/cOgNyMZWlveCdJeTpHbMX7MUSVwOEtgLcvasAQ8CFdCL5U3UJQpGC/xSYxIQtrtNkYKEm1RcUi9Xu1H/j1BoMZScFaCNx7jQ95y+YcgmaJTZEihuOcJG7GZpZvmuIogVAHWm35gcp7nvuAPePzvfZ486/RbRRVClT7kygNW4w97NFC5Kvvg/KHZa+/M5Fj9vdFBNSiU8r7kL3jdq5+JUorH/d5vEQWrV/vSSvFutACqvw6Mpi9XpyRH93EEru3V5ymFxrvy1fkjk5OuNu0PJ3KQyfCeheUe9dCRVCvcun0XbTQm7TChwSqBcymBqJAVS+BDZB+6rihKvMCiKIFsqtUq3kmkdmAraH0tuABnPGQdtCtxJiemQjqdMshcmG4JQUZ5L3VYNmxJOYEiRAuQ3iGFx9miT2sGrk9GUhKWrg1ZM5YA9Ov6Df3Iq8EaEGicFeT5wf3gqwkhBtv05DRSJ7zjr95PM1vxSaWU3LZvJ3uWthMnIcKNg2UIEbC0vJ/f+q3789a3vnXYfLM6v+/9oVFkDrWt/t3R/u9w37sjGbDpHg6X8e44xuHO+8787+44XhIphAz48r9/nze99b0UmaRSqdJu/3/svXm8JVdZ7/1da9W0hzP16U53OiMZCIaEKUwXL4ZJZgSuE0EE8UVRAUFFXnDidUBF8MpFRWQQEa6IV0FQBGUQAUWIAhEZY8jU6fR4hj1W1ZreP1bV3rX3OX3SCYkc7oenP+tz+py9d1XtqrWe9Qy/5/fshGrfWWoCmzpGVe/yUkqsBCvAScG8LpxyY06L3e7s735Xya5QAh4maZkoqso4RTC5jHFY68HPdn7dbletx62Hj2IdrG2OuPnIiZnXnv+CXyaK2vR6G8QqmnlQeZ6TpJKiCGiymkqqRt1NrnfOFN1NSmA8Hk9wAv+3K4GFxTaHjxzj1f/zdZzYLFhe3ot300V4R48fNzpRNTcQ5z22ajc+X6BUx2bq+XlX40PuTNkVSgDn0OMRunRIGeifcG1KcrA53mlUS4FUFNYhfYxUIGRAhHnszM2WyuNFgvaCznIHpSRIgXaeJF7lBS96Be94x1/TihUtFHpcEqmUJLW04iU++IGP8/BHPIrOwhKRVOSDPt6GAKW3Dm9NqAj0DpzF++bYusBOBV+urZntXtup+GlmcbnZESuJxIdrpELLeYtzs2lUJUFJEFTlrmI6nFV4p05h8VTpTSye0NVpMsTscaTQk1FfSw1eEs5Oxo4KyfsJGlQKQRQput0WpR4y2tD85qteSxyfRRJnjPIeRudkrYWZxaiUCiy/1tV8MJP+EhB6PjpbogtDhMc6iKRDuiFSRIAgUgLPtNYgUglWG6QHgwcfqlI9FiEtUnikjNBUgC0sRtgZzsF53ppvlOyOmABTkyuKAzuPlAIlg68fRRE02jnBlKOuzs3XIoSg286wzjPubyJbS/hsqpH7bkw3a/N3H/93PvyxF9If3MjelUWe/n3fw1Ouejb/40lP5vIr7sETn/hE+r3ehF/vrpDdGjQKlpWjfi47fn2xw67bxByIOweB1Ol06PX67FnZzzOf9jy+75nfyzvf9RGGZg1vT6+QrN61m7j/6TVLrPVY43FW4tyAJHMU1hCpFCEKhPAYWwULq3tUw7KbXbSm5wpp5HmKt90iu0QXzdbtexzOB6hrje2GWSUww+s2l4se9PqMh2ucffYZeDO7y6RpOqmy6/f7FMUS/eECb3zL+3n4Qx/JC17wAn771a9gOBySZRl5nk/49e6K79z8uZvk9M141xjzcmpA0B2VW265mSxt86IXvoR3/NlbETIwVWfZ6beOb5b7bnXLwNrggnovsNpRakN/NAV0xbGqslhT0puacxCY/JzcQ6+qCsTdSTq6a5RALSoSKBWsgTRNJ/jr+ZLPJlttkxhCCMFCp4tH87zn/XgoKqrEe48rNU7neDMmiUq6ixYXlZSxJ1la5rW/97v80FXfG1qR9fssr6ywsbFxl33f3WoNnL4S8I0x/5KcjjtJVlZWeOUrX8Wvv+KVrG3cShQJrBGcONY/7WPspATwEu+C9eO9RxEjRUKvZyiLsCk5byq3ZmqF1vGjuoy4PnYdXNzNQcJdoQSEkGSrKyTGYo3A6HDzSj0A18JajdNtPCXexZWP6zhy5Aibm5szJrv3nlFRkmVtllPHc7/vYeRjjSNmMY1RkUWqwEZTGIVzGU57KE0w48g4vgGf+McPECnHaDxiaXXvxHwUQkxhsdWY+S7ezYxmvGB215z115vKwHs/G3fYIrOfnzlHIz4w72vX/r9gZ7pvT4lUbmphNfx84UNfPuE8woV06WQ0F72XIMrJqN+vqpbdM+fzs3n15t/izIOIKUpDoYdEWZcfevZz2H/mIkIIer0eQlo63XQ2vuI1kZDo0lK62cCxiiyDwZDDtx7i1iM3IoQnisH5HBFZnHYBDh2BsSPKomBjYDl03LDeE5gyJYsXUTKQG0lH6ECMJVYSbyWljcltiEfISGGrvoUxEm00dhfpg12hBICJ2d80qZo+2zzm2jnHGWecwcrKSqPYI2jdLOsEba5L0Jor73cRVz3hYWxsbFBuGhJaoSNNkk20tpQSOyoRQjLWmj94w7v55099liLvUwx7Wxbb7OL+5pc7ZbeaCwzeGbKxNkbIEm0GfPKTn+KjH7kaFTn6/a1pwNMF5xhjWFhY4MCBA5x99tlAEwouKQuD9wqjPUrG2Nyw0hFccG6bpQVJkVvwXeqKVtiqcHf77t+UXRIYbKYIo0lzB2H1dBebe7B1rzhPQM3VfQgAynHByf6AN7/t3ZxYz/ngu36fzfWjXPU9j+afr/4Cf/rOd3HTLUM6C8vosjeN4muHKS1pq4P0Gb/9O6/lr9/zdrK4Q3/Yr4xev43huzt9vdsjd85kvfPLD6NYcezYCQY9w3CzzRWPOo8z9i1w4ugaabR9rOa2vovWmixthx6Bzk7KhpVSKBkzGo2xxqFUjNY29FR0JdJ7lHcI6emP1+kIz9Qi+5YS+PrEO5we4SWYfEiWCuxAo2QroHGjkAa0Qw92iI0TkjhDKoN1AoEiEgJf5cet17z5T/6Wvl/l8d+xn/X1wyRZyrBY5/73P5eHP+xXGI8Mn/j4v/Bbr/3fpAsLlMM+3YUUYzW2FIhEYa0mimN6/QFC1MUlTNTANJjZ+Crzm9BpzoGmRSEEk6KX2ow/lWyBqzZ24Bn+AJhTX7PHlA23Yx4I04xqyy1owlN/weZxdgAhbpE60CelRCQdPv8ft3Lolut57OP/O0pmbPQcUatLy3UARZJkbPZP0MmWJ9ajK0MsSSiH9zmlTZHSs7DYoRz7if8ulUVGMUIGujCtNUNvcFKRihbxwiJl7GmttBhu9kP343YUAs5Okso2xlJxMYDz1V0WEuskxoN3FhGlWO9xStTtK3cHowi7RQnAxBUwxlAUDucSxrZkVSm8tbhitiPQThROnfae0DvO93jYIx4385qSSZXGgQc+6H68/wOPYG1zzE+98OcZjXIg4A/qwpGiKFAq+q+niRKWacDtrp8tvsmW9A3eveocfhzHfO5Tn+YL//ZljM156+vfNNNafKQLbr71CKNhiS0lZFMcvxUlf/bn70bnHXxk+YGrnkSr1WJjY4N2eupMgopgKRPE0qKtQQ7WYLjGSuIZtlqMN3PqgjEpJYKt9Hbzstutgt0RE/DBvA/sN9NiIS1CR1tfGtQ29++U/p8oqXeo+dysNYLRMCdJIlqthCz2LGaO/++XX9bAxTvKsuTKK68kyzLG462lyne97JR6uwtEiun4BkuSJBhjGA6H/MXff5GjRcbhYYuhOo+bNrPJ6PcOos0io/GA7sIUzg1QtpY5OoTjOWzahMXFRcbjMZ1OZ8dzF8WYVJWkkcWJrbwFTVbi5vl2kt2uBHaJJRDMsLIsKyacKnWj5GS3V3Pwqiat+HzQsCh7dLopa+uaqz/9Oe527qMnr8VxijEl2hREUUQx0pSjPpdeeskE1AGwsLDAS17yEtbXbkapO5/NeLfJbsKxjMfjSWr4ZT/zVIQIAJx2e5HxeFriXaqSv/0bzZGja6GdGNMGNa3xcX7iB36E1ZVz2RieYGNjgyRRt7kQVSRoxZJIhb4QMs6QcYvCMZOKri1Q62zFZ7iz7FYFALvFEhCCiIw4ztHaYnQAa8gKA67SLBA02oC6MnjGmxZTeIg9m8UJcp2j/ZBh0SfPS37mRc/ggZcf4F0fvJrFPWeR6zHddgspYrJ2J3QjHkqIBSrNUM5zcjhice9ejpw4yV/95RvYPHmchfYqUkYI6ZEqTJKdpKnxa36EejQrjoO+OfXuWyukLcxFwm1buTzdsabsRFuvpRE/mLsW6STCitBcWWwt3a7FTgDDYcxedBLyauGX2ZekmB1NWLVgZtREHgBplBLLFoqUYlQgnMKWllgqWt4hhhJPTu7KyXez1uJjhcMiVJ+l7hJJkkyKewrrkFGCKXIW0jSkBV3ogSn9MqUdoOQKUvUpxwOSWGGNwUqDI8KjKqc+wNwRPjAq2Qjvx2AjEB4pLKpKE4cqSodrPrddohd2hxLwwb8vi6kmF0KgrQcpcUKi58yu7vIIlS3zV3/7H/z+Wz4xQW5JKcnSmMHmUX7gex/Pz/30c3j2c17IiRMDut02UdxjOD6MVX26e0O12Oo55/C7r3kTS0tL5MWAd7/nT9ncXKfdzhgMesSx+jpMujsDNSe5c47zzS81XsNaS5x2+dinP4NQCasLqxProR5795yD0YLhcDgDDCrLnO3TzsIAACAASURBVGc+5/l85vNfQ5dy0oex7mMITCzQZn3HdmxGzexV/f9mK/jdbAHUskvcgRrFRfVAqiouKTFVXzzmIt0nzRK//+o/5ozzLqIQsirl1Hgv0NqTJSn9k8c4uHqA3/iNn+fDH/4nfud//Qk/+1M/wiUXn0c36jDeGPLxj32ON7/9L9goRrz8l17Cgx90BaPBOgLHYNgL9fpi+yKf05NTsw7dsWPA/yVMoHdI2u2M97/vo/zH57/CifU1Dh0Z0MkWKTYHiGxq7WQLqzznJ17GBRecyfKeZZ551fdMaiLOO/sAazri137/Hbz9L9/Hi3/ih8EnaDNGkM4s4CYCMCgDqnqWWWjwBKgkdjccfDvZNUrAINEmRhBhTRQaTUa+qij0eOswwmLwtFzMX3zkGkgkC0mfl//U00hkiRAJSqVoqUMuOGuTZhEt4fgfT/wOnnHVY+npiM9ffysb6z2sddznirvztse9hjRNGRc55XgjNEVFTcpxjTGIGSKR+uEKQBDHEaPRaFKXAMzsEBNxs4pENNwAP+cSeNtI9e1w3+ZThLNw2K08CJPP7ADlbe504f3NV0+tkDxF/Z+ZawMqdOE0sNZMH26H359eJzOo5HysefRjHsbjn/AonJ2tjKyp6JtSL+iycJWLFVH2S373N1/ML7zq9RwtY46tDbnbwSEi6SLlGCEPUJo+MQntbpthGodMUVkSMAEOYzzOW5wvUbQpXIkQGuc6aFVOrIj6/EY7ZJziJ5bKKW//f7nsDiXgPcJqVCwpDWjrsU7g3GxNQFPue06bJz7+OWyuHSEu+tBK5w45nRy1f2mMYUF4Vs8/COefjTUe1Q70UcYYZHTqVM+8Gdg09fI8J0mSyUOf/1wt86/NRJZ3iMpvndinfOuOn/uvlpnvficetygKiqIgUnJOYbktinC7kuyjGyPOXF3gbb/9i0iv+OdPfZak1abMC1LpZ9LPRaEpCos1nqAAPdZSxV0EkYpmXNG62vWbpecA7BYH0zuE0WinA6W3CC2xd1pAV1x6DkXvBO0kwZRbyT2bo6mRW63W5G8Q4MlZls0QSWx7idv4gfXvNRONmaM+v63R9F93QpndUQTaNxq5dlecu8lvMI8VsRasBefEzE8754XtPWM/iZKUww2kLdizp81gPJpUi9bHDuzXnrLQlKUJ9O0yxjtBtT/NWHv1zxp9+C0lcDvFW4O2JcZ6tLMY30S+bbUEdBnIIZM0w7pT774wLe00xjA0DqsSSDJcnMwohNu8xm2CQhAeepZlfPCDH5ypbpzPIc+/VpuMp3v+b8l00W0H0GnOkxlXZG7uGFNSWodqdRiWDmdyhJi2amv6+GF+eIx2KBlTFMHVTNNsZoNpnudUFshuld3hDjiHcJo0SZDCIrwkURJp2nizRF6OsWJM3bDD+bJK1UBZFsSxxLsIZEjHAHivcU7gbB3QEQgRo7xBIZEkCCWQPqRsCqtnsAjCz5XTeoKz6j1qYroHZzVtp+AFb33L3/Dud/41IgqVY15JvJlOWsusAoliMNphjONVv/mLrKysTN2MRiB0vpKwqeTStMvJk8dZXV2hKAp6vU1OrvX5wze+hcFozMMf8lDSuMX/+ev3csZKhwc/6Aqe9ITHknUVo2FOFMUBXmyrzAxTf32+ou+2xFpLq9UiUhkvfenPgVdc9fTv4dJ73oM4KieBNSkl4/EYbS3v+LN385nP3cDvvPrlUHFIyGYQuLrndaCgLg33Lvjms/fFVdc9fTb1cxKNeIwrc7KoXeFSBEkUE0cglYPSkPcGFDjkUFPIMaOeZjA0RFGELh1xnDE0OdKGCliJIhIRhbVobfGlCQ1za1fBA8Jh0UgRVfGlihlrF+zDu0IJ1IsijmOUBLwGr4jjzmQCKqVwZf2Qt/IMnu45JmNuQQo5l87x8wGyrbzytYwGQ679z5todVfRhG62Vnts6RAy8BiiQURq5pjFsGCxs8iDHnwF+/btA5jsLDv5083XhoOchYUOpR7zrnf9DX/3d//IMBcs7Vvh9X/wGjZOHGV5zypve8+7ODmUfPxfvsDf/f1HeMpTHs33ft9TGA1zepsFrXQGdHC77mstadpC6xJdCm664QQiXuQ3XvUHIDT9tR7tdps4jinLEpDIrEVpEvq2h7Ue5aqiMNNsgHrXuDPbBm6ZWhO1pdHpZLQ7IUh84lifcR7iSFE1P5yvO2AHhV4vcOMc1rtq7/gWYvA2RYjpzU8jhcIgxTSo573HummNQNPsa5KKnEq288cRs4tcsFUJND/bnCvzD1OKFu/72w9hpaA0OUIGAj+HJ/JiQkHl3KziiZM2j33sw/juJz8SYzTGmFA92XgvsKUP4owSGA45a2Uv7373e/joh75AIVtkCx2e+pRHka/3OGNlibIsWeruw+gRm6MS4i5ve8sHOHzLcZ7+jKewZ88B8tGUOOX2TNXmtVgjkEryxf+4lixdou81xirStM3C/lW01oydI+osYa1AKktCzPP/n6sQ+RAZSXIT7lnjBLPP6U4wsZvXvF38pckWZF2BkKEwbWU1Q/U9a3mJrjkYK+vDWTDGVYVmAkeAvDsxv5nsPtkVSgAhabU75IWm9BYhFJGQdKIh+GNIuRdtYhYloCS5BeUjEAYZZyib4X1NluHBeZwRAZnlDciA3FPCImghUDg3bUktLQjn8I1mpc288G3FtrNYcvXVX6CzvIjLq1vqQSGwTk+UGS74kJ32It4lPOMHn8TD/vs9EXoIIiWScejnh0fKhtKqJ76XgMK6AYvd/ZR6xJ5Fy5/877/iPe//KF4MGfYdi4ueh/+3++NdxOZwRHthkc1RSRobhA/oN1ZTPvn5L/PMOKMsj6LlFBot52AIwp0alyD9dHE6W4IvuPqLn2M9BqU9cZpgvaPUOlhzHoyHUbGBlAe48kHn8agHXgGEPvaRDyb/drtnnedvyk477Axgp6ms8CSRh7IgklOqcGstsZCkmQAcRBEOTZwtUboRSgmENEiZ4nSMFRLvI6w3xEn1+diD0Kiqv0AcxyAihAiEphOuBV89z10QNtgVSsA7h64mSRZBqyUQo+AvCRHhvQx51jnyBmstodXutIfcdhvFbZljp9LUTZNxp8+/70OfYKQ9m0d6xHOVTk3/2hQlxhjSrMMb3vhKpBljzIBIyNs1F5To0uv1WFhM+fVXv5V/+bcv4KMW0sPi4iLeh0Cl85Jhb4SwApOvIewCKgqTNHYruHJMFncY9Qzi9Cn6Ti2RxhrB3//NxyhNG5m40AzUe7T3qCgmTkIEPtYxb/i957Mn7aBtOXOYu9p8LktNJwvEMjVasHnu5jVEUUI+Foz7KZ1uwEHUFa/NwG8zfhI2j2nT2jr4a4xh5xzUN0Z2hRKoc6zOOaRwRBJkg6bKWdDakkTTyaG1Jo5j8rLklkPHuPjC86vXth5/p8l0W4t8O8Uwb5K+4x3v5Fd/7aVceO75ZK25YqMGH/3yUsZNNxzjYx/7J2I5IE0UvZ4j67Sw+vagAB2tdsyxI30++W+fp720BFIgyxBkyvM8VD5KQZIkHD18hB97zlW8/Z3vZzweE8cpw8GIBz3wIvJRjz1Le+iNN6dHv4O7kxchgv7TL/wxotYCH/mHT3H99deHGEC/R0t4HvygB/Bt3/ZtXHGvuxP7o5R6jJhrF39X+8+d9gL/+Z/Xcbfzz2M02MqWPGt9eIpijIoccRwj5ZSLwFobWNXm5oT3vuIpFNSGy251BWCXKAHXsARUJFDSEasEGj0I3RzaTinF+vo6o7zkwgsvpIbkzgfxarmtRb6drznvi54qmPSzL3whF110ANw60sy1/hIVrlAIPvSBj3D8SMETHv1U2tJjjKbdbjMuShJ5+o/C+YLhcMSv/9rvEWcZThjy8YiWizB2ioXPOhmxi+kkHc4890zuftn9+MD7/4G1EwUPf9i3898efBGpW2fz5Boi/frZkaz1tNOUSy85m7ibccnFj6TT6aCUotA5rVaL8XhMnue0OYLLuxRx6D2wndxZMYB5McZxj3tcyif/+eM86AEP5OZbbpo55/wwdkjS0lg75RGY1BlUt21rJqUmWJ1Wu+7WlOGuUAICcMaGfoPao3UMwpJGyygUUTykHKTYVUVmJQrLkeMnuNdZF7O6muCsDoVGziGExzqD9xZrI0CCUxNSUI8NQSkZ3AwlG9V1uKkPaUWVvKlywAEUDiL4lPUEUUpxr3tfTK/XI47bUPW7D7uG5NZDN3L3e17Oz7/0l/n+77+Khzz4bIqyzzhPqLeJREnmuQr9TIC8nlgWsMgoIopSblw7SqQSROlpyRZeePYsLbF58gTXX389f/j6P+XokXWEkJR6SGcp4Yr7Xs5LnvcsSrOOH5+AtEMpeqQNijThdractvvde09sNTccPcy+fQf48HvfS2EU97r8AfQ2h/ztpz7Jhz/0MbrdLnEiUbrgskvO4wef/r3c+56XsDnoY6xjMBiRpfFM8LepwOdjBDtd29yLk9iMLgZs2pzLLr+cwXiEJMRiAHAdHD1wbbwYYooVMJ6IDGFKbCGxosTQJhFgvEF5BT7CuwQrcnAtpDhJEkmcKbDeIawLsPEm+7LYHSnCb/wVAHhw2mAF6FKEHoTbaM+yLCcPet+eVbyx2FIjq9yz1nrbHoHQ1PB155yQZz5d07N5vBoWWvuF43xIq50ipEdJSaQUuizBexa7Czzyyifzr5+7jnPvtshovE6kkkng6I6IQBFHLdKkteU73njjjRRFwS233MIfvvl1vO7Nr6G9p41Lu5Dt4zOfv4EX/7+/VCkHQb+/yZ6VfXf4WpqisoR/+MeP8sY3/TGPfvwTefJTH8Xe/QmX3ecsXvL8Z/H61/wGexY6COMYi0W+dnjIz/7cq3jZL/wqG72TFDan1e3MICnvLNkaYAzPMc9z9uzZM3mm9d8hFLMZUxLHiiiqfHw3HU2ZV1jb1XTsVrlNJSCEyIQQnxZCXCOE+IIQ4perv+8RQnxQCHFt9XOl8ZmXCSH+UwjxFSHEY27zHFTgj0hS5A6tLc5NgyzN5pAQ/j4eDFEIYhlaTEkpJ9zv25l0TSUAdeuy2WKfnaR5DCFCx5k6ohxFksGgF1p9VYppod3hHz70Yb7/6c/nwLmX813f9UTysSWJFxAkWFfueL6dxFpPkqRovRWmvH//flZWVnjc4x7H8Vu+RCQ2+IVf+EkWFxexLmdsNesF/NxLfofPX3MdSRpz4sSJO3wtTZFqgQ996BM87wU/xsbgJGXpaLVaCOFZUDl3O7CEHvRY6rTpJIbNXg+VLfKlG8Z89Ws3kSpQRXGXLJz6uQXF15+Q0qZpyvLyMq1Wa7LJ1Clna23VuRjATf38ajRl3nJpnrfZyn43yulYAgXwCO/9vYH7AI8VQjwYeCnwYe/9xcCHq98RQlwKPA24J/BY4HVinvFyTrx3SAR2LBjmnkEJmwbWhi5UF1oocoikRTiFt5rVA3vIjSc3lpEe0u9tkCUthI9C6bHRCO/Qbpr/F0IgrUL66oEIh/eBMloIEcxg6ypzeLY/gBPTYfF4KSitASVJkwW8zfAudKZZWF7iGc/6UV77+j+lu/8Ahehz1TOeSKwSvCtxLsfb7dNgk3vSGPOi0Fg3QkXJFiUw1pZhPmZz4zhJtkAnyTi4ukKRj9C5xhtPWRrivfv49f/1eoRKWOjOYuaNnx3TiPfWq1GRxFiNxwEZP/1TL8CUQzrtRfJxQafdRQjFQAtQJd/xiIfSHwuMsQjp0S6n1Dm/8so382/XHIHWcEbZb9d8tv7ZfK7bjfoY3k+bjOZ5zuGjR8nzHGc1aSwgcuT5iCSSxGkPXS6ijQM7QgmPNSV25NEWSBzWxsjIg7ZEtsaduFDK7hKELGl5S+5HyCRBeotF4WWEk0wJYXaJTrhNJeCDDKpf42p44MnAW6u/vxV4SvX/JwN/5r0vvPfXA/8JPPC2zxNYWpQSOKmwQmAdGAfGOmQUz4CFlpeXybJsUjxy6NChxuSx1I1Km1wAd9bOIvzs2Ng8SrsrUJFjo+d52lXPRUbLROkyRZ7z48/5IcSdWB9QZ0bmadUgfMc0TScLqA4SziuLwhSkrTZJ2sK42TTZdovpVFIUBa1WCwBTnuSCC/eTthWFGZKkgrzoY3Ro6CE8PP4xj2LcyEQIISi1pbuwxJv/6O2U5el7qNu5faeSsizRWrO6usri4uKkhXvNa1kH+qwDGcWoOMEhsF4gZISu0nxNl/BU59/Npv92clp3XAihhBCfA44BH/TefwrY772/FaD6eUb19rOAmxsfP1T9bf6YPyqE+FchxL+e6A2QCko9RkUS6x0ahfVgnMe4QDFWnWtisgX4acgUtNtttNbhQWHxPgQHa3DJnWleKj87QCCVp9Pp8v0/8BwKrxiUmqzTxnvPQ+5/OePB+p1ybggMOGVZbkuAWvdvqN2oeSVQyygfsb7R51Of/uyWtgm3RwkkScJwOCRJEjJjOHbddfzJG/+I6796A8J3GQx7IZ2mHUoI9u5ZoJtFM8eNkpjSeI6tDRDRwmnfh9ujBJwLrsn6+joHDhzAe0+WZRw+fJiyLANaNU2xzqPSNsiIpeU9LK/sJet0KY2bxJzqc88fv4li/WaS08oO+OA830cIsQy8Wwhx2Q5v327WbHlC3vs3AG8AuP/dz/VxHNNqtQLtuDUBjeUEzofGWUrFCFHFCIRjNBjgcSwtLZAkEQcPHmQ4HAZfT9WTYrYxxF0l3c4ypR7x9rf9OWefdy7HT56g1e4yKocI4UmUYKHTpjR3zjW0221KrSmKgvYcLmG+1HYeUj0xj7OYbroMMiLXYzJxx2AsdQu4I0eO8LMvey1OSkYo3vevR3G3vJE3/fGvBsVeOsbDMUZ5inJI2t0z7RxlPGnWptMJxUeGwW2f+HZKp9OhKAoOHTrEJZdeinAOaw29Xo/l1T3EMiNrtxmaMUIIRuMCGScB8ehARQlxrELLumKqbLcjuv1mUwK3Kzvgvd8APkrw9Y8KIc4EqH4eq952CDin8bGzgcM7HliAcyXCFDjviaUiMZZulNOhRdFy2E09mXDeKdJEgbNkSYozntFoEJqFRBKhHaU1aOfBgpAaIS2iJur0NlTNWYOoCCO9dzNkl82F5FyIE3jvCSUhc/0EpeFVr3wd73zXh9jc7BNHoV+BB1ZWlijMCN1gHJrsJjT9/tljNvsGzhONnlhbJ1aShzz4ClQcUxpDq9MhShKyLJv4wFIpojRBSMmoLGbKm40bEmcdLr/3RWR+ieo5bu9iSAFKbmE/Ahj0NmklHV7+q29ALS6j2l06WUrkLO1zzuPHfva3kHEb2fbE7WVW9y7Sae1FyZRIZSiZksURKok58+BeRoPDgKdujT4/mq7dThaL9LOj1Dm33norF110MYPeOtZpbj16hAsuvjutJLhPvcEAJXqYPiTpiHFB6EpcjGm1PFHq0E5jvcMRIWWEExG5LUiSZDaWEUVkKKQLrqx1ZWhCMluEsuOy+K+S08kO7KssAIQQLeBRwJeB9wLPqt72LOA91f/fCzxNCJEKIe4GXAx8eseTeDBlSYkjiiVZlhBF4dKaO3izFt8YQ5qmXHvtteR5zuLiMr3egC9/+atEKgEfGHetnfXdTrdf3u1JU/U2R3zqc58nN7PZBiklZVlu2yDltmQnMzdtZeTjgh99zvcxynPiNKU/HGIb520GxqSULCwsEKXJZCwt76O3tkY+3MB/HX0DkyTDEzHWs52iJ8w8uZsob+ccvV7oIdhUuAPdJ9/c5EUveBrd1sptnPHUslNWqAYqDQYD2u02URSxvr6+NV7kPMU4RwlBMc7Jx0NsWaDElOWqvr9NUtJ5foMmu1BzM9mNcjqWwJnAPwgh/h24mhAT+BvgN4HvFEJcC3xn9Tve+y8Afw58EfgA8Dx/Gl07vXXIJJ5QOFunG4wxdksgps7T1wv12muvY3FxmYsvvoQ8D6WqxgQwxuyCmh/bSzMKfVuK4OabDpN0VlAVM03dTNUYw3g8pizLQFh6O2QnJZS0W3gp2H9Gh8c94fEIJUmyNECHq528WZLsnCOKIqI4ngxPxLc/6IF4PcLdnh5hczKyDis05529uuV60zTl3HMuYjQaTdiXbrrpppCPZ/oE0sWYRz70oawsWMaD/A5fy05K4Oqrr+Ye97gHx48f58SJE6ytrXHppZdu6WgtvKfMCyQCXZTofIx3BjHXeq7ZLLcZYARmWIonVbB3YCP4r5LTyQ78u/f+vt77e3nvL/Pe/0r195Pe+0d67y+ufq41PvMK7/2F3vtLvPfvP52rUGmC04ZCeoRxKCGxLU/RGpCVexi21mkjyK2mdAJXhIjzvv0HOHT4Vu52/tlIP8aOh9xwww0kcZsiNxhTYgUTDj9vQ2WgQ+EIGQcvwMwpBEvgw6/59cNCCZPESnBK4COJU4KlM1ZRQtLf6BMJiXeOxcUuQnrucfk9SToZKAsiTCXnPQiBkH4y6v4DXgQUw0xPgrmW3zY3eCTDXsGzv/9hvPSFz8cXir379yHRjK3FK0+21IbI4UTg1C9LjXOeJGnxjO96Mj/zM88gjjpIF9IcHofzdssCmpsPs6+VJcPeJi9/2XPJ0pSNjQ2cN+zdt4cTx4/yB7/1EoTvo1SLcrzG//nL96GzCO0scZzinOC7H/dUfvTZj6EcGkQ8qyy3A+FMr2va2t252RqAKIqIooh2u82NN97Ife9zBXmec95557Jn737KwmC1QfqAMgWHkODs2ZAeQbouSpYo6RHW4kSCLqvOWFpjncYZHWpdRELoUFxirQef4lWMJ3wXbQzaGvQcc/G21W7fANkdiEHnJ7t6JCSRkJMe9k0rAGZ7EGodqJ7OOOMMjp/YAJGh4ojLL7+cz3zmM5OmllpbdGm31B/cUWnuHN57LjrnIBecd5DzL7qEZKkNSUSUdPA24adf8FzGvSHD4XiLK7KTyX+6UW+rIy69537+52tezObhggLB6v79AAzXD9OJU66/4TgbuUJ1lhiXOT/zgh/myisvYWPtRpIkQamd48M7XUucgFQWT8nrXvlLXPmAyxAuYpzDi1/0k9x09BqieIHNjZtZ3LePL1x3lH7pMS7l8kvvxm/96k/ymIdfxjjfxAsVsBTb7OTbXcepXvPeMxwGvMF1113HgQMHGA6HE+vsa1+7jtW9KwFibrdWEdbzzVpLnueUZTnZ1aVIcVZM41PVMN4FCJr3gUzkNJ/fbpBdoQS890RRFCakkMRCouTUjJdSTsAeTZ8ziiKMCVROG/0R1ikGo5y1tTXud7/78dWvfhWggtduRXl9vddcj6PHDvGLv/hTXHHvCxj3PAutPfRObvLWP3gdC6minbUqvPjWINfXqwQ8BmcKFlLBq17xszzlO5/AeK3gjW/4K06eHPPJT/4Hv/XK17C8GPPYb78vf/z6V3POmW1Sr2nJFF26Sfuu0/mu85KmLUCSJBn5+FZe+pIf55lPewLdqOA1r/lNDh9a5+iJTf7+A//KT77gFexbOchD73UPfv4nn8mLnvt0FluWjvCouBXCoCbfUQFsdz3bKY04jjl06BALCwtIKel2u4HUZDxm7949WKvRpmA7WvYmbLgJRddas7me45yk3Z5VVq5a/GGcfupyN8iuKCCaMfWsxRiHMxKvpvx8tU/tnMNLSZwEpVArh7POOofDNx/mnHNWGfd79Pt9LrvsMq677jq6SwssdtvsxLV/e68XpqZqttjF2iHP/IEn8uwfehaSkizRGH0zWbqXzRObRFlcBSIrJSDgToGMyTGKDkoIVpbXecKVF/LdT/4OVBYxHMF9z/g23vTtj6ZvN2nrHOtGaF9iy5RIdXCM0H5MLHZu1HkqMVqQJl36vSEuKtF2wJUPupTHXHl/ZGcR3fMc2biRxz/psTzlqVeBXycf3kAqOujBCdpxihsJSgntLGW0eZIom72W+QU//3N75ZSyuLhIkiQkScLa2hppmrK2tsZ5F5yH1WPSJAo042k0c65mwA+YxFmiKMI7S6TiwIXYOJ+trQDqDNI3j+wKJSAQjDbWUEZTjmGsUo4NhyTRMrIvKfaXrAyX6bcNiY/BOfr5eNJfriZs2LtvkVuOnKSTJmjtWF9f59yLLyTPC44dO8JZZ59JlC4wLoqJiWitQDoBeEQ0faxmjsEGoSaLWDiPFIH0y3mPzy0SSPD4MuDw8xIgY6hzoiwEDK0xVIXF2LmGw8bOni9SUz5CO1dq21QdSiWBvcgJpNxDa8ng3Rg9cCQ4vIPcChIhKOtJLVoBSGQDY7NybayfnfinEj/vxwqHNpYkVeC7mJEhiiRlOcIXwQTft5CBKXE2ZJHj6CDG2YrXUWAST2QtZWGIW92Za5hXuE2O/9GooNPpoLVmNBqxurqXa6+9ll6vx/3ufW/SNCVJEvI858SJdQ7sP8j555+PLUukiDFaIFWwZESVIYk6JaXpINKcheX9rCyu8DVTYl2B9xlx5hgPS0zRYlkGlKGzgkiUUOxBxSMilyHEEGs1AbAGkQPhLN4phPB4DPhkV0CHd4U7gAAVp0SV1o6iaAKLrfvONXn9m+kZCBMkVhESwWK3y3A4RGuNlJKiKEhUFPLnwPHjx1lYWGA0CgugPl6IWJvJ2JKD9j6UgrrwfmPMpOCkCRrZ+jk7Gc33zb+3znY0qxPrBSCFmBnb4eTnC1TqmvdmF6WdTNT545xq7ESpXt/P+YVb767NUV/XdvyQ24Fw5s300Lk4InBOSKIo5kMf/kfOOvt80qxLUY5x3mCdJoolZ599NkqpSeHX7DOSQAQ+1I8UgxHOWKw2GF1gSouqgsi1VbqdCzKhq5tL0Z5uqvkbJbvCEgAR+g5ajzYDhOySZh5vQqpNRBHj8ZjEy2oyzE5kIQRYR6kNUZzSbrc5dPPNoCR75H4OnzzO3c8/F+Edew5cwK23HGdtbY1zzjmHPWe0iVQAfpRmCsP1c/oxbBQhIs1nMwAAIABJREFUim6rGEYdaJqdyHOglYZpaObmu2i4J35+QflGU4u5gOZMC6+KB9E7j5QK3+ja5P3sJGzeM9+AufrGuW7LEpifzDMKxc8u/OYinl8YdQrzVPUP8783A8NpmmKMoZV1+eIXv4gQgj179vCwhzwYpQT7V5Y4dPNRzjnnHNZOrtHv9znjjDPYs7KXXv8k7VY6kwIOBCCEQhAXsgZKSKzW5KMhkZCULkLrHGOCwqg3piZuhZhtldp29203ya6wBAQOPR5Cxa7jbEEaeYwrEdaT5yUDa5DaM9SaYVngvEIbcF6BiNFeIGtfTcqQLosS1o8OObj/INZLhEzwYsyevW0u+bbzWN3XAS+rbIMmjltcc80XkDLBGDcztCspiwIZxUSdRb7nmc/n4Y9/Ol+99ga0YzKa8Y0kSThy7CTImHFhmkYB3lKBmiSD/gjnmBn1cZRSWC9mhkChogSZZdxw42GclUEzmOAWpDJBJS2e8oMv47nP/3kGgwGeCEFMIL9QRFHEzTffPMlvOyGxhJ9CgrWhsSvC0yyfrTvxHDp0OEC5iaajoWiUUnz1uq9RlgZRUcRZ47HG4yyMBzlveeu7eMaPvZxXveaPGPdLilGOR2GdwFjQxqNLh5IJw0HOjTccQjhoJRkKiSnHXHi3czn/3LPotlNkpNjs91haWSaJ22xsbLBv3yoXX3whnXZKWQ5oZRkeia0a3XokoXW8AB8R+RjrNOOiBNECZRgVirVeD12CRJIqQTv2eAG2qrQcFRFRlKNMF1QfqS1GRujJvdOh1JzQNFeIOkb0jZddoQSc85NIbHPhNV0BIOTIrcPZrUUuzd2sNluNMSwtLdHbHHPD9YdxVgUyCC8nxBBCiElvuy996Uvc+973Dn3uIjkznPNkLUWp+/zRn/8VMt7HPS5+CJdcdilxJCdDKTVxE06ePMnS0lLYtVqtSe66Hs4bTq4dZ3XvypbzCSEYj8cBo66YGUp48IGWS0oC6UUskXK6y3rvWdp/EJ9m7N1/AOM0kWQymlF0KSWRYDoiyfLyIouLXaRk5rqSJEJK2L9/H4G9SU/GvMnf7bbDNWGJYjkzsiTmh3/kRznWG/HhT36FbNWyspqic0GkwogjSRJJTJmzf98q7Syh1WqxsbERFGQk8FicN1XRmKcoCm644QZWVpZYXV1B65KimAUgzbtXTamtk5pvoJ5XWZaRpulkTs67V013qbnr71aAUFN2hRIQIuRdtdY4C1JGxFE6MbeNCSks76vdxDZSMw3ftJ78tTUwRcxZLr74QgbDDW688Wa0tigVhyxElf9N05SDBw9OFqxzdmYsLCygdcHy0hn84Zv+khPHD/O2t74ar3O81pNRFEXYva3lxhtDHr6eMPV3qcdoNODEiWMMh32MLWdGbU4fPnwYY8qZIXBgDdaUtDsZ2hQh2FTFHerzIRK63WVwnsWsjTUlzupQH1+h2iaINqNx1mBNCGZpXTAeh+CWaYw4idCmpNNtc8ON16MiORnzcskld6e70AH8lvupYgV6yIuf/0Oohb3ccmTMeGRop+CNmQyBJ01i+r1Nzj7rIJ/97Gdpt9sopcjHGkGEd5KysHzlK1+h0+lw8cUXEycKYzRpFgeG5eZ88yARSATzYMl6LtWlxqEpaUFZlpNy5Ekmq+GmTIqh7NQdq+fkbpddERPw3jEebBKLiCSOcQND7BM2pMVS0CmhaKUYb5GpRMoIXVoiVbESeVe1E68eCDEiL/HSUZghy9le8lGPpcUFOp29pGlKrIL5euiWW+kPB/SHQ1aXlhsXNYsFLyhJkzbXf+IanvSIy3jwA+7LZ//tQ/icWex9NA14CRlx49eum7yk53YdU3og4aabj07BKNWiLKtei1prxoPhzOe0DwGqPM+J4xZrx/vTy3bhGIPBgAdfdi4ri20+9elr6CYW02xtpoOZ+uUvXhcmr5oGW5U0k8kedsTmAp9mEbz3fOFLXz0la45zbgKZjuf2m4qzk3PPaPFd3345H3jvJ7jPfS6l20nJGgqlLhdvukfXXHMN3W6XpYVFVlZWaKUZSkguvOBu4TNFXgUeJdZ4pExwTBdjcxEDCOuDUpASZzJyfYRY7gkKt0wQo5JEtSlEjogyXCnx1uJdoMIjcUgnUMJhvMfLBOuHdXlZRSUXofXuVAi7QgkIEcpjW62UKI4RMkCCoyjCVLu9BISQGBPINltpNqONZ4wuV1kIbI1KN4cQgrPPPIiMI2SkZnYFMXdrnHLkecHdzruARz3+sQz6J+mkKa2og9bF9I1qWvjkvUc1AoNWzAUbq8Bgkyyl/k7GTlFqyRyiT7smLn2+VDh8PkkSHvCg+6PLgixSxN4ysFNQkHRTujYhBKWb1hrEUs3l5psLfHqt4dp3DnpNjjn3HepcunOOc845i3Yq8bZASoGUDWUsZmHMtb51zhGrwKtQW37NxiS1kppQ2SMm/+alDk4G0I/BOcs43yTJPGWZU+oxRT6CNKYwFqGSqt9F+Kz1TZIRJseal90KHNodSgCQKkA4tTVYApa/RgNCAAXpssAYF9iH3NSUd87RXAui6vRj51JQ20WilXTgNd5ZjJlOECHmtLYNkGYVOYRzdLMM7wxFMZx9uHa2+Kg0DTSemj1/JMLtN2UZdty6tsCF3gsWTyQFxszyEQogqWDWds7nVFGAsxqdk6UFsfI4I8l1ZYLXx5DNVB7EIjR3TZIEb0N61eMrl6HJNeAqZVXFXho76nZ19c5VJCdz36HZnHW5tYAzGmMC67RoT3147/WMQpI+fD/hPbkpgg+v6qxDIxtRlfzUix/nqmsGEc8WA3k3VQLD3oCy8CwtLXNy7TCRT0gzkO2YzcJSao9WHqK4cY2+0dF4+rf5sVtqBeZlVyiB8IAdUoGXAi8CBLNmEC7LkkhrHMHfjYCimBaJeB/SdrVI62aUQGAcSipfXMxUHyoJUqjQTkvGc9c0FaMNrVaG8yV6OCTrRFgEgzwnbpSRirmdoNlYw5lZnHpRdd6RUmJN2YhhOOI4QuDRZbEFgRarCGvCQmUOCh12ZkkkEqwJdfml02inyXw6fZ9nUkshZSC9UyJCF4ZY+WDuVotNuIZrJCz4qggKqoxDNdHnlMAk8OY9Ws8qgfrzzjlkJ6UoNUpJhJBYM1UCzsoZJRBFNqQ3oYqDuEm5uGgQo4i6g7WoLCbrJs/c+nIuqDzFpCTRAt32fm65oUee5yxkKV6MabUSRniiRJCPNT5NiRukLZM4TKOn5Twu41uWwA4iEGSpQMYLRCJ0G/IsMHbrbJQHsfkGKrf04zZrQ8eZ3QTlPXpU4ERA66kK+imlJMsU0UIg11gQgkSA9D5MhGIM3uK0Io4DaqyeDDNAkkYHYQBfGkabVdYBwejkdPfro5H1blPOcgqIZHqL581mo6cTU8ztlP0mSlDIiXIIi22aDRF2WqsvhEAz9aGtnq0JaIKsknlKsYZJLKuvXU/wuGlBuKkL471HSIcUMc5KLLPfXdIotXWzmQuHmGR+RBVTqAOqSaO4qpxDS7oGOUsNA58utO40Oi/7BCSgAi9RGIyTOC/CBoNH4DBFyTiPOXHyJLfcepjj6z3ue84eust9unuvYNT7DIlawJgRo/46yiYoFZNLWblskixrkxtBlC4SJRs4qybKWBDjXKDCW15cmnz/3WQT7AolUC+2gPKL8F7jvEGIlKSqzR85gTl8mLh7hKXlDgsLMVkckagwgfRmSFFprenlxTS67hxfGQYTz1mBVVOGnTiOA5yzXpxiyl8Qx2pGk6eyNUXMReH9dU86kVS7nod2ZU3Un8vFNNVkzOyi7EZqGlWWs6+pRnNAh55B0TUzIt5PF7YQAhI54TOI5oguyqLBLDTJuFQ7es2cVPnaTfSgsXkjBiFmFVK94EW0ZQcUQk5986Q1Sds65yCepnSNmZ7PWktSZUe895gKlFW7GolU03jEXN9HGY0mSsCabrg3FauzNAaDwHqwhPy99RGFsRScIItiEqHoJMv80+e+iNGC+7TOYWX0ZcaxYSMf044SPAktIrSdNfWbCM/mvN4OAr3bZFcoAVFN2hD9DSY+pUHQpq0U3YUFThw6xj33rrLYKdkTRSynKVIYhM/BGZxSeG8QQqO8QGuDrXLHrTijFYddwcnWxEWQUlKOcqiQdUqlIdefKiI5+8DG0oQdy3sWVGtmIboyBNUiqRgRgoT15IgayLh4Tv2PsXgbzEg7x/EXywbPnvQ0gtu0q8xFFEXkUkyIQqUURMaAtTig0Ftr7CcdhucW80jKiQKszfFJusvXQViLR1fnqvozCYWUHiEM863XpZCTxILK85nzCTdF3Xk1Te9qrdFxNDmGLqckHc1An7WWzEdTRSwE3iUNi2gdZ8H7AMEuIoepmgAZJzEucDYYB86lZElAEY70Omm2ymjU5yGPfhxffMsHiFJHZ3mR40dOkpcFxgu0Y9JcdN7sn4dLz/9/t8muUALeWXKdo1SHwahEKov0nrSIuVlv0PvKkHvsP4OslZJEmjJSrPsIKWRVhOJpRw7tcqIUljMT/EUCElD5ULwhcBhnZx6YXexOriM3drLb59XKqnehhYZJbLyd1I47PM0NKZKzFXCJUBOcPBO/sXJbkgico8wL2t3OJG9vrcW7MPmVUrjChh6NKqDbpJpOvJaZ5dojmk5C6aY7sVKKEFUJr0dV/KFeXKlpQojDtc/XJIRFO53MIZYxxcyPvQFfmeAIhBpXFgLgKzToxGppxErma5K8mPjYJXLS9CM4jlPKLosPmZIqSJmoacbI2qn1JIRAzmQZBEqGzI0UgjQOreudTSiroqZ+L+X5D72ARz7k3uwr88BfqdpoLxGJRw4lWRqQkKX2bBYFUvjQ4l45rPKMhEUKQekIrFNqV8BytsiuUAICgRQRQniiCnUnkOQiQ+UjVhNJxw4ZHj/G0kqbXGuMEjOMrwM7TUdZPa4QZBVrjBMo4YkjOYmmb2eaGe8mSsDbaepRCIFpJCGlCgE2U5eNNlN/c2nAfGIai5ngsFIK4WMiqRDGkfeHEzx9WJjhGqMoFEZRdbj1fprKC4s7DsXJtVLL3WR3pPEdy6JAVUHUerecMWNdk4bNTa653vHrnP98bUQzRWiFq0zw8Bkji8onDv0kmsp3BnswR2DqbCPG4esUZaUMmH5/4SoyjypOohvQ5dpqmMR7mru1FMgqIyJEOA7C4Z2iFOFeSxnR7SZ88OpPcf8LVrlkf8KJ45skyRJjP57ESab3jEmMAj9tNS/99Nl8yx3YUUKxi3V5gMwSAiu9fMSZmeNAVMLmUZZbMYkFbw0tpdBOI7xAodgYFWRZhtEa56gYY8KuabQHZ5H4UMI6E6BrmGiioSBq4IxSSKUQjcXt9QgvQhyAKUYpHG1OCTg7hZIaMfXdoyhCao1IElypKYyeKIFQnlpHwyPiygIIaT2LENN4hYrTGb9UqgoGHPlJ5SKEeMv/3975hVqS3Pf986uq7nPOvTNj7a5W69XO2rvBCkE2wTGLCDgEYwJxbGH5JUEPBj0I8hKIgx/sFYZAHgJyHoyfTRIQOIliSEDCeQiOHZOXJMoqtoPsjWJZWpTVrPfv7Mzcufec7qr65aGqu6rPrFZj7WrumZz6Xg7n3D59un/dXfWr3/9f9GFe/afrfCdLtohd2BkmhqAxEnI4NzDbCWRS5cx07/JxsOR6auyG7eJ8oSq/vl/FWLOFPfngE2NBkz3CWD/T5MQgMWIk51tEZoZoTMoK1Px4VFx1jRYrgJlKfHVZgomYAGJiKh0GbHdX+fJXR8zdyGOPP8r29UC42HF180hOq57u/cSs0muqcix79/YQcSBMIHkEtrvzeSH1Y2TT3+UHr3WcOrgYRnpr2V7cZTtGjJaORMMwoOPIED3b7RakT+Kdpn6DKj1GI4MfEWtmH/f+6izTQ1IlxJJ/AH4R6OMIuZVUqgFoqtUx7tt9ZcpY07lkmhFDZyzBBxSPVVgZl5KDRAga0CzyWzHEYYe1gthcdpApQxCGbbJBTIxt9MnD4Y1H1M/fJdE9zNc3668znZHpoBrSPhPzksnBHiOiJb9SVYl+ROdYgVTYlZjuiO0EjQEl2UugqAPW1fdsOTmGKqAL0SwBZWkAk+IpVBlUGbNKJiL0zs5MNAXnleN2XVXQJc/91KlKGEOSsowNGCzBj4gENidrfoALdkPkxsWG/mzHGDqcrInbpUyUVBbS9WPm7lRmHlKHyQDgQJhAUOXmSzex9lV2Udhc+yCPaaC/+RY+Bt7eeaxZc3sb0XFg5TqCV8axHuRJ93SunwtkkBf0VJTIYGyJ458eirNKWtiUGKuJ7paT2YciQagKLuf8C4L3ZbKs9mLoteo+bCUbw3wgisET8eMFEFOxT7INwkrulyAYo0SXjWE+fa/ZiyGS4hpHIj4qvQo2WxAlTnnyyScfIfUOyPYBQuqzkAqbpnyNlKIN1qZ7J+KS/tzlSS7kvIZERxQFk5KljSk1EILme7zN8RikqTFJWOnep6EXQsBTJI4YE11TYo9GV5iTKqGS3EaFSYqMqvgw8ypiHGaDIYA3xc3qrDLElDyVOlaBSlKJrEZEsy1kFB651nHtyhXefusmb5113LkY2UYH9oz19jar1VWCdVjNxk0RwiRx4sB5RgUfFFEh+GR/QD1ot69dXQoOgwl4z5tvvMgwBGJ0vPrnN1idPsq1a9fwYZcHgeXcR4J3XKjjdq5aA1l3tlP5McFUxiPFcZE73cK9UW0STV4fxhT4MtG0V+kH65LuqYoPoVrVBdO5mQn0e8cP1WoUCKhExEJkKnya7BYyhRsDiqbKtxoZ/ZijCfP3kqIEXbagJ33WgEYkClFX88ptu6XRcAwl1FVIUlDIzoVpYosIogFVQXMZtFSlOAfGaBKd1ZjZHpD07JTTkWjPEzaSzyNETfELs3vP+1RAxdnKRgGQzzuJ2WYpSpuqZ1qf4yfSzwSfz6XGgOkZY8RIso9EX7w222ykHKcwUy3uvT57p3wYuLvzvH3ueSwIKpHtqAzRIdagxqdALrtOTUsre06N5h24T2gMDMMNzs9WfOvNM77vg9/P7fMLejmnc2v6foVq4FRtEt2w7OwHFyKtmBJOOgQ/F/0QwOrSJ76AKHEqLF5JAvvMQqXyqYeATBZ/Y4haJIFxj7PHKrmoHgOB1GxVBIyBMZSyWcaYZMMQwRnDWNEuItjIXOYrlS9XNEaiSsqNm2gxyzj/WTY1hqwyp5WTSdxOx3OMWUSwSTJwBqOK1WW6togkiSIWg+qkFSd6swQTI2J7jJRozZhtAiEENqaI8aqKuCJVTMpHsVeUITsFIM3f58tM9ohuoc6olL4Amlf6ye6gofbxG1a9w2jEOmHEMuqAsyeIWE42PUrg7O5NxmGL9idoKIVl9rMI63iKQ80oPAgmgHrOtOP25lmu/3CqSX8isGE1p93GGBnNmpUKMSgrt/Srp6y4NEiDlDJkIrKozBPDsqlHZ/3iIdUpoXVwzlDdKsMyuk/jXvhdTRfDzFBM5Rvvug6tIhTdwk4hRAIXhFyuI0k580AVIebr64zO8osxhiDF4m9jMSB2XYff5WhCmJnVJK53tfU+6hyZZ42ZjZ3jOM5yzbyqreuAoz0Visk9l3pJ1qt2yJJAZwxjHHK4eOI9VgXRycK/TGay+a6iBivL841S+i+uXT8/Q2stvnZtktWRrC55LRWlprDvKSR95UyOLlSiTd2Xt9stqyuPc/PNb/BqfINnnn4qhXKEVHJOQnJxBlfGxU4Dm+rZvFMi02XhIJhAUOEsnPD2YFkbhydZwM6iw5geWaWB5EJgYqaLzD3A5wGYxE+XVuf858cqZl9CegCaJsDFrgTzSKXXxijZWZD1XFOO4fYGe5ASlDOJhdOrMyVOPkxZfEYYgk9Wviy67yg2h0R1h2LxIogtNe5n8TLvd7Hzi2Cabr0qhsApRFWE3ejZVRGLm9yzcLKRuFDiBNJ5JsNgxOaCrtG6hQqWRP6InQxy+dnMcQq2SC8hlk4/IoI6mwqdK6zlKiFfU67gNh/f5GCfOaipS6phqvGzjNQbQkQkqWbbQVPiUwD1mm0/qTCouMxtslpg83MPIWCnJjXGEsUSvNJZ5hgAYwybzSZFm8pHeOWVb3FxS7B9x/lux+DH2cs0qUr1QnaIOAgmcDEqN84cRjb4URnGEa+RfjXboQHFacQYhxjDarOUBBzFHx+8YCpJoOtLCK6Yvcq91YBL1vgpqWS5AlGF9e4zAa2KVuyLyzoOZfCvi6FqXzXRKgU5b6DPVx5CUg1qyWS6Vnf1apkwVUGRhSQ0ST1VquWVfk+SqtyOpqqJoKqYHNhTu1bnQi5a5RFgF+f0lGvXPSYwHSPp6Ml24qtnONHiXL9gAvmGkwyCKYXYTrkH2IX4PQVpxRjpTck43eHzMXIpcVU6YxYSVWFkhs4KzghdlUbd9z0nVw30A2+98Q2GYcudUZMBMpQEpen8jQl8B9y5CLx04xYn/jW2xjDGZE5zsRhUpocaQlpxwp5ITigqgCMuJkGdhGL3Otys+7LfNIGSbruaV9hJpJ3g7fLc69hXxy8rV4yRsTJ8iZSVd7+DTS9LuqwdWavBo7i+5B9Mk33y0eOq8FtV1q6bJYEYw5xHEEJYqFC3banCpKpIV86/ywFJ0wp22l+Z95sm1jQhx1C6RA2xVG6WbHWcr8ct7RpTvwiAkxgZtdR/sOtCyxSROD2jOyEyqQN9V8R/VcVXBhkVmdPQjTGpsck0CWOgVgcmF6WqEu0yQKp3XWpVRopXcPl+iwh3B4+Rnqcfu4YSeP3t2wzjljjcLWpdjHOpssYE3gUnveOvPPEIOzx2WFahrWPDWRWft1VZcPraHaQsG5g626c8gWHAVVxeVTk/Py9MQP08ucaLwhxSxeOycu/GYulOK56df2e1MKOu60DHMim1rA7jOHJ6ksJcd7sdJ1d7NFo0ujSYzcV8/QujmQiEjmEYMlMcq2y/DrJq4r2fvR3zhJKictQl2gDIQVSLJi+Z4dQ+/X61XO1thEEDIUZO7KYwUVmqF2rdPGFFhDCWz5ilTWWqIQkQzDI192Lrq0VhKZE5V5KsVn0xDKYU4SKen/TrBYPYnJRy4mL6hRTksq3EOTdXOZowRkWjxVrHn3zzJl9/401M8JzSc+J2hDAiIWDCwDoqLodDT+eNIWDct7cnPSgcBBOIwFmKUGHo1vNq0rsumc6nidulCRVFwK7qnBp8tfLHuOwbcD5ky/C6w/tiqAPwfZVj71bz8fv1MqpurH5jr5zOgz3EiDUnWHIRDQoD28VI/YijVFbuTrijKTffrk9520eEVBIraRsu68QGI4a0TiaDkpgA644R6E7Xc1JQNCa58ABinIttTHDq5pVpGNIkmCQFiUvpqbZm16rLxV5NhFUUQi5rcDsfX1VBmSWJFMI8MbJ0R6yxxCxe+3tUo9N5EgYt0sQkQc3RjHvMY2dKmfNbu6G0Cw9gLtK1GGMwtyJgywJzNxdRUU9XhkMeS1MdxpHddrtkgOozk3F8+JFT1tc6vnnjFW69eQtHJMTUTWu6f00SeBdEVbYXAxtjGI2mRBkExtvoNOmBYVdcVN16mbVV675TfP302u3GeXAEd5LOWYmR02rb3U2CoYhwN2fLTYNvVdkB6tBjEWHQ1+YVyPtybmMMvnL9hYo5pZUgnSOa1HOh1h9Ndpt1XZddeGWFtVLaXQezWqyUxpVCmPWKLCJzps5oDBNPU2tRYzizlZ5fGTdVlVNfJfvEZbDV1kDMlv212oXEMvVkUGNSYtXkQhRhCCXgSfdCrY15kz4/kzEucw6mia2q3PXLSbWOWhaGODBW0mBnksEwAL63i3umsSui+6qyH4kgttR9jLkx6XTMjesRExDZ0anQ944feOwJvrV13PU3uDsKg5QktH070KHgIJiAhsBwfoE3BrO7xXYeIEWcjTGyjX5OGBG3JN250r1Hw7iY5L3YWbow/Dk2wso6OuvYyi7VwtctI2tM51CgPy8ZaAB3+3EW49d77snp4Rpj2FaTeRxHtC/2AtkLQFqrY9RIMPdWpXWmxMjX55gG7XzMSlVwzhGHwEUYGS3EcSm6d6YErpiuRA9aa7E53Hi326F90WFDCBjt8DFi3NLwBuAp5x/28jLEOjpM6pq0N2GjS+qZiBCtzHUCnXNI5c3ZBksvFpPvxXkVfOXM3soaC6M0zmJyR4QJQcCL4mJWm7I/cDIOA9h+zdRpyihIV4yBwbqcq6BYgVW1gDgK07XGcHuI3AqBdRhR7xm3Z6zXq4ULegpwu2wcBBMYh4GXv/51VJWrq7LqGFOywpJV16Wuryhru1ocw0ulw8eq5ZcIWz+JbYauNxCTeG8QOh/oXE/XO4xsibsUbHQeUgTeNKjHbZp43ntYL88dF6J09o0DTiPnd0ol4HvKW2PxmqSPWXTNGGRpRZ+ux1pLrCrvpPNNEXYBEXB5ZbbrOmkmMvnwhOTFirn1tqqyssmm0HWWUz+dV4jRcDv3OPBaBdxMPndZITnKT8Ls6MsXmMJ8FRbl39K1Kz6mtGWngglCGDxex0VqcQwj2FQEVmIKoZ7HzV5hD5/rH1prYZeqPdnskXddxxgDPgbO40BKIEj1gDtb7pNcDHNnbBGBXZgDzzo/IhqxErBiGLsyfS522/n5WGuJdoXSc7aNjJrsHvtFZQ4FB8EEXNfx/U8+DcDaFVeYVDqeqjLSEXJQqd1v6VXp285WIvD+u6kswap4LIPCaDxrXaUoOpQrWn6nqqkgacZ+s9LafWW0WLJVlQ9UtoR6lQTw1Up/T7ipFhHyHinB1anEy5TWGJV1vkeTGjQPTqn6DFb3QVXn+gJ1zwaTv3sMS1BlDB7r1ovf+SpQythlkpBHMFERhd1et51aPNYQ5/9VlVhJeZ2J2BRDnfoEVhmHVt2CCQym6N5OTGIuknoLbMdhvv/eluayiRUX9UD+aGldAAAJuUlEQVSCT8xadZEGDBC7SOpZpDgDG19+d/XR5VTa9KdshpGbt844HxVPUwfeFWo7tt/3BABB+mIR17BYIVd4JCmVqNkTpUxx5U1zbbYwV/nxa+kwzhIkJd5sti51IjIeIxcEFGskBZRkTNGKk8jtwvJh1r57Y8otDSFAVbVY94pKWAQTtKw6FbxZSgKzV8RWnojsHak9DqMmCccobHfn837OOQZfvC1OdcFkptiAyeawYICSSrKPRIY5EXEKFqp84pkRT2pYToBIiQl7qBmlmqyGZKa2rYzwQ0x5GhojhMi6Gg8xDEXiMwYqZrIzOpd8M6SgLRMVE3IQETp7Uuqw4RGf1omoORy9MM6eHhMCNiUyEqRInBKXcQlBPR8IcP3DTxLEEcTc4104FNw3E5BUCuYF4Fuq+nEReRT4t8AzwEvA31PVm3nfzwCfJoXI/0NV/Y/vSkTX8cRTHwaW3iL1SwMcVfjvGPZDd6uiH1rFtgNxHGfN8IwRQtE5B1cKc9bJKTLU+fUGjcll52Euyjmfuxrk98SHV9/tT/TaeBdjldwjqXV5MXzuVaSRcT6W21OLQ3UKpSQ2TS6pmQ5ZrkxeSwn3aQWcGNsUIxBCYL1eL853sasiKV2/vE6ztOzXmIq1TIwnBe5ITk4qXglr3LKnRPWM/HCx+Ka+19Yl79H0NGIoFYw3XSlDtrBhiNDle2VyFGQqlprULfxdRg34mOIFrGqKSIxCNEr96DXbYFZEXo87xn7Nzdt3+NCg2NGy61LLt0PAX0QS+AXgReBa/v954HdV9bMi8nz+/5dF5KPAJ4EfBj4M/CcR+cu63yWjQhwHbt1InXrqOHxX+f5FZM7cgznic8aqKldF1CQt5N9JpYup2RXuXa12ADLcO7mnQdpVq3jYUwfqgbTd7vW9q2ju+6X0Uof1isnvOmXdFVWhjppL/mwhNekwaFjqmZMnIYSAdGXSG2Po8j3SqIhNodUTDRtrk16vJSFIbLJxhLl3ob3HN39lU9lH4tJLUzOBfQxSJJgYffIxIkBMab3zPVq6JDutjIZ7oeNaPYdu4+Y6ktZafFVv8TSYisEKu1y7wYjBjEvmUPP7YbdLi40IXoRQlaoLshyQq1zsJajSO8cTH3icdf8I3bVT6Cx+2KaYi3vuzIPHfTEBEbkO/AzwT4FfzJs/AfxE/vw54PeBX87bP6+qO+AbIvI14GPAf/32ZzAgqTafq8JZXa3Diiwq0Cy74sCdqoqnCctsN7cpl7lh6T6s9fntZmmcmx6wMSZr2Xn73pOrmYCeLAdtqKSXsMcEJtF1YgJT3EGMEev6Yi+wXRbTU23AKW89TkawClO9Q1VlszfEQm9nC3xkWV5sadxcvmrmtW/citUs0dyAYz5Wrefv+chPxlLizJipf0IqyHEm4xyF2JvlEJWKCYTtXuRmJQZJbxbtz72pehlslpLAaizM0u0tVWeVLSjmL6cnKqYsIOuwXEBCHscxRjajpqSoU4Wra7YXF5xs1nPcx2XjfiWBXwd+CbhabXtCVV8BUNVXRORDeftTwH+r9ns5b/u2eOqHfojPfuE/3CcpDQ3/f+Dyp3/Cdyx/KiIfB15T1S/f5zHf6drukQdF5O+LyAsi8sLrr79+n4duaGh4v3E/NZB/HPhZEXkJ+DzwkyLym8CrIvIkQH5/Le//MvB09fvrwI39g6rqb6jqc6r63OOPP/4eLqGhoeG94DsyAVX9jKpeV9VnSAa/31PVnwe+CHwq7/Yp4Av58xeBT4rISkSeBT4CfOl9p7yhoeF9wXuJE/gs8Fsi8mngm8DfBVDVPxaR3wL+hORR+wfv5hloaGi4XMghRDE999xz+sILL1w2GQ0NB4H9eJL3EV9W1ef2Nx5mX6SGhoYHhoMIG25oOFS8m6S8iA/Z2+97uJq/72hMoKHhe4BDULPvFwdhExDZT7JtaGj4HqDZBBoaGu5FYwINDUeOxgQaGo4cjQk0NBw5GhNoaDhyNCbQ0HDkaEygoeHI0ZhAQ8ORozGBhoYjR2MCDQ1HjsYEGhqOHI0JNDQcORoTaGg4cjQm0NBw5GhMoKHhyNGYQEPDkaMxgYaGI0djAg0NR47GBBoajhyNCTQ0HDkaE2hoOHI0JtDQcORoTKCh4cjRmEBDw5GjMYGGhiNHYwINDUeOxgQaGo4cjQk0NBw5GhNoaDhyNCbQ0HDkaEygoeHI0ZhAQ8ORozGBhoYjR2MCDQ1HDnfZBGS8AdzN7w8DPsjDQys8XPQ2Wr93+MF32iiq+qAJeUeIyAuq+txl03E/eJhohYeL3kbrg0dTBxoajhyNCTQ0HDkOiQn8xmUT8BfAw0QrPFz0NlofMA7GJtDQ0HA5OCRJoKGh4RJw6UxARH5KRL4qIl8Tkecvmx4AEfmXIvKaiHyl2vaoiPyOiPxpfn+k+u4zmf6visjffsC0Pi0i/1lEXhSRPxaRXzhUekVkLSJfEpE/yrT+k0OltTq/FZE/EJHfPnRav2uo6qW9AAv8GfCXgB74I+Cjl0lTputvAj8GfKXa9s+A5/Pn54FfzZ8/muleAc/m67EPkNYngR/Ln68C/yfTdHD0AgJcyZ874L8Df/0Qaa1o/kXgXwO/fcjj4L28LlsS+BjwNVX9uqoOwOeBT1wyTajqfwHe2tv8CeBz+fPngJ+rtn9eVXeq+g3ga6TreiBQ1VdU9X/mz3eAF4GnDpFeTTjL/3b5pYdIK4CIXAd+Bvjn1eaDpPW94LKZwFPA/63+fzlvO0Q8oaqvQJp4wIfy9oO5BhF5BvhrpBX2IOnN4vUfAq8Bv6OqB0sr8OvALwGx2naotH7XuGwmIO+w7WFzVxzENYjIFeDfAf9IVW+/267vsO2B0auqQVV/FLgOfExEfuRddr80WkXk48Brqvrl+/3JO2x7KMbyZTOBl4Gnq/+vAzcuiZbvhFdF5EmA/P5a3n7p1yAiHYkB/CtV/fd588HSC6CqbwO/D/wUh0nrjwM/KyIvkdTUnxSR3zxQWt8TLpsJ/A/gIyLyrIj0wCeBL14yTd8OXwQ+lT9/CvhCtf2TIrISkWeBjwBfelBEiYgA/wJ4UVV/7ZDpFZHHReQD+fMG+FvA/z5EWlX1M6p6XVWfIY3L31PVnz9EWt8zLtsyCfw0yaL9Z8CvXDY9maZ/A7wCjCQO/2ngMeB3gT/N749W+/9Kpv+rwN95wLT+DZLY+b+AP8yvnz5EeoG/CvxBpvUrwD/O2w+O1j26f4LiHThoWr+bV4sYbGg4cly2OtDQ0HDJaEygoeHI0ZhAQ8ORozGBhoYjR2MCDQ1HjsYEGhqOHI0JNDQcORoTaGg4cvw/xcAEzh0PnlYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(move_matrix(-50, -80))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 伸缩\n",
    "x缩小一半，y增大一倍\n",
    "![img](pic/m3.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply([[0.5,0,0],[0,2,0]])\n",
    "# 可以看到\n",
    "# x的确只剩下一半了\n",
    "# y的话太长，容不下，中心黑点了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  旋转\n",
    "我们之前的旋转矩阵是这样的<br>\n",
    "![img](pic/m4.png)\n",
    "我们先不进行平移，得到这样的矩阵\n",
    "![img](pic/m5.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "\n",
    "def rotate_matrix(angle,right=0, up=0):\n",
    "    _angle =math.pi * angle / 180\n",
    "    _cos = math.cos(_angle)\n",
    "    _sin = math.sin(_angle)\n",
    "    return [[_cos, -_sin, right],[_sin, _cos, up]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mat = rotate_matrix(45)\n",
    "apply(mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "apply(rotate_matrix(90, right=500))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 仿射\n",
    "仿射的话，由于全部的参数都是任意的，相互之间不关联，具体效果的话最好以点来规定。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt1 = np.float32([[0,1],[1,1],[1,0]])\n",
    "pt2 = np.float32([[0,2],[2,2],[2,0]])\n",
    "M = cv2.getAffineTransform(pt1, pt2)\n",
    "apply(M)\n",
    "# 和我们理解的一样，只是这个X和Y都放大了两倍[[2,0,0],[0,2,0]]\n",
    "# 我们上面的x缩小为了一半[[0,5,0,0],[0,2,0]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 投影\n",
    "关于投影没说什么，自己异想天开即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt3 = np.float32([[0,0],[0,2],[2,2],[2,0]])\n",
    "# pt4 = np.float32([[2,0],[2,2],[0,2],[0,0]])\n",
    "# 镜像翻另一面去了，不好搞，翻角度小一点的\n",
    "# 或者后面自己通过平移恢复\n",
    "pt4 = np.float32([[0,0],[1,1],[3,1],[2,0]])\n",
    "mirror_matrix = cv2.getPerspectiveTransform(pt3, pt4)\n",
    "mirror_clock = cv2.warpPerspective(clock, mirror_matrix, clock.shape[:2])\n",
    "image_show(mirror_clock)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
